Take-home_Ex2

Author

Flora Phyo Zin Htet

Overview

What are the driving forces behind urban dwellers to weak up early in morning to commute from their home locations to their work places? What are the impact of removing a public bus service on the commuters reside along the corridor of the bus route? These and many other questions related to urban mobility are challenges faced by transport operators and urban managers.

To provide answer to this question, traditionally, commuters survey will be used. However, commuters survey is a very costly, time-consuming and laborous, not to mention that the survey data tend to take a long time to clean and analyse. As a result, it is not unusual, by the time the survey report was ready, most of the information already out-of-date!

As city-wide urban infrastructures such as public buses, mass rapid transits, public utilities and roads become digital, the data sets obtained can be used as a framework for tracking movement patterns through space and time. This is particularly true with the recent trend of massive deployment of pervasive computing technologies such as GPS on the vehicles and SMART cards used by public transport commuters.

Unfortunately, this explosive growth of geospatially-referenced data has far outpaced the planner’s ability to utilize and transform the data into insightful information thus creating an adverse impact on the return on the investment made to collect and manage this data.

Getting Started

Installing and Loading the R Packages

The code chunk below install and load tmap, sf, sp, DT, stplanr, performance, reshape2, ggpubr, units, tidyverse and knitr packages into R environment

pacman::p_load(tmap, sf, sp, DT, stplanr,
               performance, reshape2,
               ggpubr, units, tidyverse, knitr)

Data Preparation

Importing Origin Destination Bus Stops Data Set

Import origin_destination_bus_202310.csv into R by using read_csv() of readr package. The output is R data frame class, pv.

pv <- read_csv("data/aspatial/origin_destination_bus_202310.csv")
Rows: 5694297 Columns: 7
── Column specification ────────────────────────────────────────────────────────
Delimiter: ","
chr (5): YEAR_MONTH, DAY_TYPE, PT_TYPE, ORIGIN_PT_CODE, DESTINATION_PT_CODE
dbl (2): TIME_PER_HOUR, TOTAL_TRIPS

ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Use head() function to print first few rows of the data frame to quickly inspect the dataset’s structure and content.

head(pv)
# A tibble: 6 × 7
  YEAR_MONTH DAY_TYPE   TIME_PER_HOUR PT_TYPE ORIGIN_PT_CODE DESTINATION_PT_CODE
  <chr>      <chr>              <dbl> <chr>   <chr>          <chr>              
1 2023-10    WEEKENDS/…            16 BUS     04168          10051              
2 2023-10    WEEKDAY               16 BUS     04168          10051              
3 2023-10    WEEKENDS/…            14 BUS     80119          90079              
4 2023-10    WEEKDAY               14 BUS     80119          90079              
5 2023-10    WEEKDAY               17 BUS     44069          17229              
6 2023-10    WEEKENDS/…            17 BUS     20281          20141              
# ℹ 1 more variable: TOTAL_TRIPS <dbl>

A quick check of pv tibble data frame shows that the values in ORIGIN_PT_CODE and DESTINATON_PT_CODE are in numeric data type. Hence, the code chunk below is used to convert these data values into character data type.

pv$ORIGIN_PT_CODE <- as.factor(pv$ORIGIN_PT_CODE) 
pv$DESTINATION_PT_CODE <- as.factor(pv$DESTINATION_PT_CODE)

For this study, we will extract commuting flows on weekday and between 6 and 9 o’clock.

pv6_9 <- pv %>%
  filter(DAY_TYPE == "WEEKDAY") %>%
  filter(TIME_PER_HOUR >= 6 &
           TIME_PER_HOUR <= 9) %>%
  group_by(ORIGIN_PT_CODE,
           DESTINATION_PT_CODE) %>%
  summarise(TRIPS = sum(TOTAL_TRIPS))
`summarise()` has grouped output by 'ORIGIN_PT_CODE'. You can override using
the `.groups` argument.

Table below shows the content of pv6_9

datatable(pv6_9)
Warning in instance$preRenderHook(instance): It seems your data is too big for
client-side DataTables. You may consider server-side processing:
https://rstudio.github.io/DT/server.html

Save the output into an rds file format.

write_rds(pv6_9, "data/rds/pv6_9.rds")

The code chunk below will be used to import the save pv6_9.rds into R environment.

pv6_9 <- read_rds("data/rds/pv6_9.rds")

Import Geospatial Data

For this exercise, we will be using the following geospatial data

BusStop: This data provides the location of bus stop as at last quarter of 2022.

busstop <- st_read(dsn = "data/geospatial",
                   layer = "BusStop") %>%
  st_transform(crs = 3414)
Reading layer `BusStop' from data source 
  `D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 5161 features and 3 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 3970.122 ymin: 26482.1 xmax: 48284.56 ymax: 52983.82
Projected CRS: SVY21
busstop
Simple feature collection with 5161 features and 3 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 3970.122 ymin: 26482.1 xmax: 48284.56 ymax: 52983.82
Projected CRS: SVY21 / Singapore TM
First 10 features:
   BUS_STOP_N BUS_ROOF_N             LOC_DESC                  geometry
1       22069        B06   OPP CEVA LOGISTICS POINT (13576.31 32883.65)
2       32071        B23         AFT TRACK 13 POINT (13228.59 44206.38)
3       44331        B01              BLK 239  POINT (21045.1 40242.08)
4       96081        B05 GRACE INDEPENDENT CH POINT (41603.76 35413.11)
5       11561        B05              BLK 166 POINT (24568.74 30391.85)
6       66191        B03         AFT CORFE PL POINT (30951.58 38079.61)
7       23389       B02A              PEC LTD   POINT (12476.9 32211.6)
8       54411        B02              BLK 527 POINT (30329.45 39373.92)
9       28531        B09              BLK 536 POINT (14993.31 36905.61)
10      96139        B01              BLK 148  POINT (41642.81 36513.9)

MPSZ-2019: This data provides the sub-zone boundary of URA Master Plan 2019

mpsz <- st_read(dsn = "data/geospatial",
                   layer = "MPSZ-2019") %>%
  st_transform(crs = 3414)
Reading layer `MPSZ-2019' from data source 
  `D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 332 features and 6 fields
Geometry type: MULTIPOLYGON
Dimension:     XY
Bounding box:  xmin: 103.6057 ymin: 1.158699 xmax: 104.0885 ymax: 1.470775
Geodetic CRS:  WGS 84
mpsz
Simple feature collection with 332 features and 6 fields
Geometry type: MULTIPOLYGON
Dimension:     XY
Bounding box:  xmin: 2667.538 ymin: 15748.72 xmax: 56396.44 ymax: 50256.33
Projected CRS: SVY21 / Singapore TM
First 10 features:
                 SUBZONE_N SUBZONE_C       PLN_AREA_N PLN_AREA_C       REGION_N
1              MARINA EAST    MESZ01      MARINA EAST         ME CENTRAL REGION
2         INSTITUTION HILL    RVSZ05     RIVER VALLEY         RV CENTRAL REGION
3           ROBERTSON QUAY    SRSZ01  SINGAPORE RIVER         SR CENTRAL REGION
4  JURONG ISLAND AND BUKOM    WISZ01  WESTERN ISLANDS         WI    WEST REGION
5             FORT CANNING    MUSZ02           MUSEUM         MU CENTRAL REGION
6         MARINA EAST (MP)    MPSZ05    MARINE PARADE         MP CENTRAL REGION
7                   SUDONG    WISZ03  WESTERN ISLANDS         WI    WEST REGION
8                  SEMAKAU    WISZ02  WESTERN ISLANDS         WI    WEST REGION
9           SOUTHERN GROUP    SISZ02 SOUTHERN ISLANDS         SI CENTRAL REGION
10                 SENTOSA    SISZ01 SOUTHERN ISLANDS         SI CENTRAL REGION
   REGION_C                       geometry
1        CR MULTIPOLYGON (((33222.98 29...
2        CR MULTIPOLYGON (((28481.45 30...
3        CR MULTIPOLYGON (((28087.34 30...
4        WR MULTIPOLYGON (((14557.7 304...
5        CR MULTIPOLYGON (((29542.53 31...
6        CR MULTIPOLYGON (((35279.55 30...
7        WR MULTIPOLYGON (((15772.59 21...
8        WR MULTIPOLYGON (((19843.41 21...
9        CR MULTIPOLYGON (((30870.53 22...
10       CR MULTIPOLYGON (((26879.04 26...

Geospatial data wrangling

Create Hexagon Layer

Create hexagon layer using busstop.

hex_Grid <- st_make_grid(busstop, c(750), what = "polygons", square = FALSE)

# To sf and add grid ID
grid_sf = st_sf(hex_Grid) %>%
  # add grid ID
  mutate(grid_id = sprintf("G%05d", row_number()))

# count number of points in each grid
# https://gis.stackexchange.com/questions/323698/counting-points-in-polygons-with-sf-package-of-r
grid_sf$n_busstops = lengths(st_intersects(grid_sf, busstop))

# remove grid without value of 0 (i.e. no points in side that grid)
busstop_grid = filter(grid_sf, n_busstops > 0)

Combine Busstop & mpsz

Code chunk below populates busstop_grid sf data frame into busstop sf data frame.

busstop_hex <- st_intersection(busstop, busstop_grid) %>%
  select(BUS_STOP_N, grid_id) %>%
  st_drop_geometry()
Warning: attribute variables are assumed to be spatially constant throughout
all geometries
datatable(busstop_hex)

Combine pv6_9 with busstop_hex data

We are going to append the hexagon from busstop_hex data frame onto odbus6_9 data frame.

pv_data <- left_join(pv6_9 , busstop_hex,
            by = c("ORIGIN_PT_CODE" = "BUS_STOP_N")) %>%
  rename(ORIGIN_BS = ORIGIN_PT_CODE,
         ORIGIN_SZ = grid_id,
         DESTIN_BS = DESTINATION_PT_CODE)
Warning in left_join(pv6_9, busstop_hex, by = c(ORIGIN_PT_CODE = "BUS_STOP_N")): Detected an unexpected many-to-many relationship between `x` and `y`.
ℹ Row 25632 of `x` matches multiple rows in `y`.
ℹ Row 3057 of `y` matches multiple rows in `x`.
ℹ If a many-to-many relationship is expected, set `relationship =
  "many-to-many"` to silence this warning.

Check for duplicating records.

duplicate <- pv_data %>%
  group_by_all() %>%
  filter(n()>1) %>%
  ungroup()

Duplicated records are found. The code chunk below will be used to retain the unique records.

pv_data <- unique(pv_data)

Confirm if the duplicating records issue has been addressed fully.

duplicate <- pv_data %>%
  group_by_all() %>%
  filter(n()>1) %>%
  ungroup()

print(nrow(duplicate))
[1] 0

we will update pv_data data frame with the hexagon.

pv_data <- left_join(pv_data , busstop_hex,
            by = c("DESTIN_BS" = "BUS_STOP_N")) 
Warning in left_join(pv_data, busstop_hex, by = c(DESTIN_BS = "BUS_STOP_N")): Detected an unexpected many-to-many relationship between `x` and `y`.
ℹ Row 167 of `x` matches multiple rows in `y`.
ℹ Row 3146 of `y` matches multiple rows in `x`.
ℹ If a many-to-many relationship is expected, set `relationship =
  "many-to-many"` to silence this warning.

Check for duplicating records.

duplicate <- pv_data %>%
  group_by_all() %>%
  filter(n()>1) %>%
  ungroup()

Duplicated records are found. The code chunk below will be used to retain the unique records.

pv_data <- unique(pv_data)

Confirm if the duplicating records issue has been addressed fully.

duplicate <- pv_data %>%
  group_by_all() %>%
  filter(n()>1) %>%
  ungroup()

print(nrow(duplicate))
[1] 0
pv_data <- pv_data %>%
  rename(DESTIN_SZ = grid_id) %>%
  drop_na() %>%
  group_by(ORIGIN_SZ, DESTIN_SZ) %>%
  summarise(MORNING_PEAK = sum(TRIPS))
`summarise()` has grouped output by 'ORIGIN_SZ'. You can override using the
`.groups` argument.

Save the output into an rds file.

write_rds(pv_data, "data/rds/pv_data.rds")
pv_data <- read_rds("data/rds/pv_data.rds")

Visualising Spatial Interaction

Prepare a desire line by using stplanr package.

Removing intra-zonal flows

We will not plot the intra-zonal flows. The code chunk below will be used to remove intra-zonal flows.

pv_data1 <- pv_data[pv_data$ORIGIN_SZ!=pv_data$DESTIN_SZ,]

Creating desire lines

In this code chunk below, od2line() of stplanr package is used to create the desire lines.

flowLine <- od2line(flow = pv_data1, 
                    zones = busstop_grid,
                    zone_code = "grid_id")
Creating centroids representing desire line start and end points.

Visualising the desire lines

To visualise the resulting desire lines, the code chunk below is used.

tmap_mode("plot")
tmap mode set to plotting
tmap_options(check.and.fix = TRUE)
tm_shape(mpsz) +
  tm_polygons() +
tm_shape(busstop_grid) +
  tm_borders(col = "grey40", lwd = 0.7)
Warning: The shape mpsz is invalid. See sf::st_is_valid

flowLine %>%  
tm_shape() +
  tm_lines(lwd = "MORNING_PEAK",
           style = "quantile",
           scale = c(0.1, 1, 3, 5, 7, 10),
           n = 6,
           alpha = 0.3,
           col = "blue")
Warning in g$scale * (w_legend/maxW): longer object length is not a multiple of
shorter object length
Warning in g$scale * (x/maxW): longer object length is not a multiple of
shorter object length
Legend labels were too wide. Therefore, legend.text.size has been set to 0.49. Increase legend.width (argument of tm_layout) to make the legend wider and therefore the labels larger.

Visualising the desire lines (Morning Peak >= 5000)

When the flow data are very messy and highly skewed like the one shown above, it is wiser to focus on selected flows, for example flow greater than or equal to 5000 as shown below.

tmap_mode("plot")
tmap mode set to plotting
tmap_options(check.and.fix = TRUE)

tm_shape(mpsz) +
  tm_polygons() +
tm_shape(busstop_grid) +
  tm_polygons() +
flowLine %>%  
  filter(MORNING_PEAK >= 5000) %>%
tm_shape() +
  tm_lines(lwd = "MORNING_PEAK",
           style = "quantile",
           scale = c(0.1, 1, 3, 5, 7, 10),
           n = 6,
           alpha = 0.3,
           col = "blue")
Warning: The shape mpsz is invalid. See sf::st_is_valid
Warning in g$scale * (w_legend/maxW): longer object length is not a multiple of
shorter object length
Legend labels were too wide. Therefore, legend.text.size has been set to 0.49. Increase legend.width (argument of tm_layout) to make the legend wider and therefore the labels larger.

Preparing Spatial Interaction Modelling Variables

Business data

Importing business data

business_sf <- st_read(dsn = "data/geospatial",                                               layer = "Business")
Reading layer `Business' from data source 
  `D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 6550 features and 3 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 3669.148 ymin: 25408.41 xmax: 47034.83 ymax: 50148.54
Projected CRS: SVY21 / Singapore TM
business_sf <- business_sf %>%         
  st_transform(crs = 3414)

Performing point-in-polygon count process

We will count the number of schools located inside the hexagon grid.

busstop_grid$`BIZ_COUNT`<- lengths(         
  st_intersects(busstop_grid, business_sf))
summary(busstop_grid$BIZ_COUNT)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
  0.000   0.000   1.000   7.273   7.000  97.000 
tmap_mode("plot")
tmap mode set to plotting
tm_shape(mpsz) +
  tm_polygons() +
tm_shape(busstop_grid) +
  tm_polygons() +
tm_shape(business_sf) +
  tm_dots() 
Warning: The shape mpsz is invalid. See sf::st_is_valid

F&B data

Importing F&B data

fnb_sf <- st_read(dsn = "data/geospatial",                                          layer = "F&B")
Reading layer `F&B' from data source 
  `D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 1919 features and 3 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 6010.495 ymin: 25343.27 xmax: 45462.43 ymax: 48796.21
Projected CRS: SVY21 / Singapore TM
fnb_sf <- fnb_sf %>%            
  st_transform(crs = 3414)

Performing point-in-polygon count process

We will count the number of F&B located inside the hexagon grid.

busstop_grid$`FnB_COUNT`<- lengths(            
  st_intersects(busstop_grid, fnb_sf))
summary(busstop_grid$FnB_COUNT)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
  0.000   0.000   0.000   2.204   1.000 133.000 
tmap_mode("plot")
tmap mode set to plotting
tm_shape(mpsz) +
  tm_polygons() +
tm_shape(busstop_grid) +
  tm_polygons() +
tm_shape(fnb_sf) +
  tm_dots() 
Warning: The shape mpsz is invalid. See sf::st_is_valid

FinServ data

Importing FinServ data

finServ_sf <- st_read(dsn = "data/geospatial",                                              layer = "FinServ")
Reading layer `FinServ' from data source 
  `D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 3320 features and 3 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 4881.527 ymin: 25171.88 xmax: 46526.16 ymax: 49338.02
Projected CRS: SVY21 / Singapore TM
finServ_sf <- finServ_sf %>%            
  st_transform(crs = 3414)

Performing point-in-polygon count process

We will count the number of retails located inside the hexagon grid.

busstop_grid$`FINSERV_COUNT`<- lengths(            
  st_intersects(busstop_grid, finServ_sf))
summary(busstop_grid$FINSERV_COUNT)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
  0.000   0.000   1.000   3.922   4.000 139.000 
tmap_mode("plot")
tmap mode set to plotting
tm_shape(mpsz) +
  tm_polygons() +
tm_shape(busstop_grid) +
  tm_polygons() +
tm_shape(finServ_sf) +
  tm_dots() 
Warning: The shape mpsz is invalid. See sf::st_is_valid

Busstop data

Importing Busstop data

busstop data imported in previous section.

busstop
Simple feature collection with 5161 features and 3 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 3970.122 ymin: 26482.1 xmax: 48284.56 ymax: 52983.82
Projected CRS: SVY21 / Singapore TM
First 10 features:
   BUS_STOP_N BUS_ROOF_N             LOC_DESC                  geometry
1       22069        B06   OPP CEVA LOGISTICS POINT (13576.31 32883.65)
2       32071        B23         AFT TRACK 13 POINT (13228.59 44206.38)
3       44331        B01              BLK 239  POINT (21045.1 40242.08)
4       96081        B05 GRACE INDEPENDENT CH POINT (41603.76 35413.11)
5       11561        B05              BLK 166 POINT (24568.74 30391.85)
6       66191        B03         AFT CORFE PL POINT (30951.58 38079.61)
7       23389       B02A              PEC LTD   POINT (12476.9 32211.6)
8       54411        B02              BLK 527 POINT (30329.45 39373.92)
9       28531        B09              BLK 536 POINT (14993.31 36905.61)
10      96139        B01              BLK 148  POINT (41642.81 36513.9)

Performing point-in-polygon count process

busstop_grid$`BUSSTOP_COUNT`<- lengths(            
  st_intersects(busstop_grid, busstop))
summary(busstop_grid$BUSSTOP_COUNT)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
  1.000   3.000   6.000   6.188   9.000  19.000 
tmap_mode("plot")
tmap mode set to plotting
tm_shape(mpsz) +
  tm_polygons() +
tm_shape(busstop_grid) +
  tm_polygons() +
tm_shape(busstop) +
  tm_dots() 
Warning: The shape mpsz is invalid. See sf::st_is_valid

Train Station Exit Layer data

Importing Train Station Exit Layer data

texit_sf <- st_read(dsn = "data/geospatial",                                              layer = "Train_Station_Exit_Layer")
Reading layer `Train_Station_Exit_Layer' from data source 
  `D:\zhphyo\ISSS624\Take-home_Ex2\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 565 features and 2 fields
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 6134.086 ymin: 27499.7 xmax: 45356.36 ymax: 47865.92
Projected CRS: SVY21
texit_sf <- texit_sf %>%            
  st_transform(crs = 3414)

Performing point-in-polygon count process

We will count the number of retails located inside the hexagon grid.

busstop_grid$`TEXIT_COUNT`<- lengths(            
  st_intersects(busstop_grid, texit_sf))
summary(busstop_grid$TEXIT_COUNT)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
 0.0000  0.0000  0.0000  0.6715  0.0000 13.0000 
tmap_mode("plot")
tmap mode set to plotting
tm_shape(mpsz) +
  tm_polygons() +
tm_shape(busstop_grid) +
  tm_polygons() +
tm_shape(texit_sf) +
  tm_dots() 
Warning: The shape mpsz is invalid. See sf::st_is_valid

Aspatial data - HDB data

Import HDB Data

hdb <- read.csv("data/aspatial/hdb.csv")

Tidying the data by selecting only the necessary fields as well as rename some fields.

hdb <- hdb %>%
  rename(latitude = "lat",
        longitude = "lng") %>%
  select(postal, addr, latitude, longitude)

Converting an aspatial data into sf tibble data.frame

Convert hdb tibble data.frame data into a simple feature tibble data.frame called hdb_sf by using values in latitude and longitude fields.

Refer to st_as_sf() of sf package.

hdb_sf <- st_as_sf(hdb, 
                       coords = c("longitude", "latitude"),
                       crs=4326) %>%
  st_transform(crs = 3414)

Performing point-in-polygon count process

We will count the number of hdb located inside the hexagon grid.

busstop_grid$`HDB_COUNT`<- lengths(            
  st_intersects(busstop_grid, hdb_sf))
summary(busstop_grid$HDB_COUNT)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
   0.00    0.00    0.00   14.85   27.00  103.00 
tmap_mode("plot")
tmap mode set to plotting
tm_shape(mpsz) +
  tm_polygons() +
tm_shape(busstop_grid) +
  tm_polygons() +
tm_shape(hdb_sf) +
  tm_dots() 
Warning: The shape mpsz is invalid. See sf::st_is_valid

Join with pv_data

busstop_grid_tidy <- busstop_grid %>%
  st_drop_geometry() %>%
  select(grid_id, BIZ_COUNT, FnB_COUNT, FINSERV_COUNT, BUSSTOP_COUNT, TEXIT_COUNT, HDB_COUNT)
flow_data <- pv_data1 %>%
  left_join(busstop_grid_tidy,
            by = c("DESTIN_SZ" = "grid_id")) 

Checking for variables with zero values

Since Poisson Regression is based of log and log 0 is undefined, it is important for us to ensure that no 0 values in the explanatory variables.

In the code chunk below, summary() of Base R is used to compute the summary statistics of all variables in wd_od data frame.

summary(flow_data)
  ORIGIN_SZ          DESTIN_SZ          MORNING_PEAK       BIZ_COUNT     
 Length:65140       Length:65140       Min.   :    1.0   Min.   : 0.000  
 Class :character   Class :character   1st Qu.:    7.0   1st Qu.: 0.000  
 Mode  :character   Mode  :character   Median :   38.0   Median : 1.000  
                                       Mean   :  375.3   Mean   : 7.295  
                                       3rd Qu.:  175.0   3rd Qu.: 6.000  
                                       Max.   :97602.0   Max.   :97.000  
   FnB_COUNT       FINSERV_COUNT     BUSSTOP_COUNT     TEXIT_COUNT    
 Min.   :  0.000   Min.   :  0.000   Min.   : 1.000   Min.   : 0.000  
 1st Qu.:  0.000   1st Qu.:  1.000   1st Qu.: 5.000   1st Qu.: 0.000  
 Median :  0.000   Median :  3.000   Median : 7.000   Median : 0.000  
 Mean   :  5.775   Mean   :  8.616   Mean   : 7.793   Mean   : 1.359  
 3rd Qu.:  2.000   3rd Qu.:  9.000   3rd Qu.:10.000   3rd Qu.: 2.000  
 Max.   :133.000   Max.   :139.000   Max.   :19.000   Max.   :13.000  
   HDB_COUNT    
 Min.   :  0.0  
 1st Qu.:  0.0  
 Median : 10.0  
 Mean   : 19.4  
 3rd Qu.: 34.0  
 Max.   :103.0  

Code chunk below will be used to replace zero values to 0.99.

flow_data$BIZ_COUNT <- ifelse(
  flow_data$BIZ_COUNT == 0,
  0.99, flow_data$BIZ_COUNT)
flow_data$FnB_COUNT <- ifelse(
  flow_data$FnB_COUNT == 0,
  0.99, flow_data$FnB_COUNT)
flow_data$FINSERV_COUNT <- ifelse(
  flow_data$FINSERV_COUNT == 0,
  0.99, flow_data$FINSERV_COUNT)
flow_data$BUSSTOP_COUNT <- ifelse(
  flow_data$BUSSTOP_COUNT == 0,
  0.99, flow_data$BUSSTOP_COUNT)
flow_data$TEXIT_COUNT <- ifelse(
  flow_data$TEXIT_COUNT == 0,
  0.99, flow_data$TEXIT_COUNT)
flow_data$HDB_COUNT <- ifelse(
  flow_data$HDB_COUNT == 0,
  0.99, flow_data$HDB_COUNT)

Run the summary() again to check.

summary(flow_data)
  ORIGIN_SZ          DESTIN_SZ          MORNING_PEAK       BIZ_COUNT     
 Length:65140       Length:65140       Min.   :    1.0   Min.   : 0.990  
 Class :character   Class :character   1st Qu.:    7.0   1st Qu.: 0.990  
 Mode  :character   Mode  :character   Median :   38.0   Median : 1.000  
                                       Mean   :  375.3   Mean   : 7.724  
                                       3rd Qu.:  175.0   3rd Qu.: 6.000  
                                       Max.   :97602.0   Max.   :97.000  
   FnB_COUNT       FINSERV_COUNT     BUSSTOP_COUNT     TEXIT_COUNT   
 Min.   :  0.990   Min.   :  0.990   Min.   : 1.000   Min.   : 0.99  
 1st Qu.:  0.990   1st Qu.:  1.000   1st Qu.: 5.000   1st Qu.: 0.99  
 Median :  0.990   Median :  3.000   Median : 7.000   Median : 0.99  
 Mean   :  6.303   Mean   :  8.853   Mean   : 7.793   Mean   : 1.98  
 3rd Qu.:  2.000   3rd Qu.:  9.000   3rd Qu.:10.000   3rd Qu.: 2.00  
 Max.   :133.000   Max.   :139.000   Max.   :19.000   Max.   :13.00  
   HDB_COUNT     
 Min.   :  0.99  
 1st Qu.:  0.99  
 Median : 10.00  
 Mean   : 19.76  
 3rd Qu.: 34.00  
 Max.   :103.00  

Save the output into an rds file.

write_rds(flow_data, "data/rds/flow_data.rds")

Computing the distance matrix

Converting from sf data.table to SpatialPolygonsDataFrame

First as.Spatial() will be used to convert mpsz from sf tibble data frame to SpatialPolygonsDataFrame of sp object as shown in the code chunk below.

busstop_grid_sp <- as(busstop_grid, "Spatial")
busstop_grid_sp
class       : SpatialPolygonsDataFrame 
features    : 834 
extent      : 3595.122, 48595.12, 26049.09, 53545.39  (xmin, xmax, ymin, ymax)
crs         : +proj=tmerc +lat_0=1.36666666666667 +lon_0=103.833333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +ellps=WGS84 +towgs84=0,0,0,0,0,0,0 +units=m +no_defs 
variables   : 8
names       : grid_id, n_busstops, BIZ_COUNT, FnB_COUNT, FINSERV_COUNT, BUSSTOP_COUNT, TEXIT_COUNT, HDB_COUNT 
min values  :  G00023,          1,         0,         0,             0,             1,           0,         0 
max values  :  G02505,         19,        97,       133,           139,            19,          13,       103 

Computing the distance matrix

Next, spDists() of sp package will be used to compute the Euclidean distance between the centroids of the trid.

dist <- spDists(busstop_grid_sp, 
                longlat = FALSE)
head(dist, n=c(10, 10))
          [,1]     [,2]     [,3]     [,4]     [,5]     [,6]     [,7]     [,8]
 [1,]    0.000  750.000 3269.174 1500.000 2704.163 3968.627 1299.038 2250.000
 [2,]  750.000    0.000 2598.076  750.000 1984.313 3269.174  750.000 1500.000
 [3,] 3269.174 2598.076    0.000 1984.313  750.000  750.000 2704.163 1500.000
 [4,] 1500.000  750.000 1984.313    0.000 1299.038 2598.076  750.000  750.000
 [5,] 2704.163 1984.313  750.000 1299.038    0.000 1299.038 1984.313  750.000
 [6,] 3968.627 3269.174  750.000 2598.076 1299.038    0.000 3269.174 1984.313
 [7,] 1299.038  750.000 2704.163  750.000 1984.313 3269.174    0.000 1299.038
 [8,] 2250.000 1500.000 1500.000  750.000  750.000 1984.313 1299.038    0.000
 [9,] 3436.932 2704.163  750.000 1984.313  750.000  750.000 2598.076 1299.038
[10,] 4683.748 3968.627 1500.000 3269.174 1984.313  750.000 3897.114 2598.076
          [,9]    [,10]
 [1,] 3436.932 4683.748
 [2,] 2704.163 3968.627
 [3,]  750.000 1500.000
 [4,] 1984.313 3269.174
 [5,]  750.000 1984.313
 [6,]  750.000  750.000
 [7,] 2598.076 3897.114
 [8,] 1299.038 2598.076
 [9,]    0.000 1299.038
[10,] 1299.038    0.000

Label column and row headers of a distance matrix

First, we will create a list sorted according to the the distance matrix by grid_id.

sz_names <- busstop_grid_sp$grid_id

Next we will attach grid_id to row and column for distance matrix matching ahead.

colnames(dist) <- paste0(sz_names)
rownames(dist) <- paste0(sz_names)

Pivoting distance value by grid_id

distPair <- melt(dist) %>%
  rename(dist = value)
head(distPair, 10)
     Var1   Var2     dist
1  G00023 G00023    0.000
2  G00044 G00023  750.000
3  G00046 G00023 3269.174
4  G00066 G00023 1500.000
5  G00067 G00023 2704.163
6  G00068 G00023 3968.627
7  G00086 G00023 1299.038
8  G00087 G00023 2250.000
9  G00088 G00023 3436.932
10 G00089 G00023 4683.748

Notice that the within zone distance is 0.

Update intra-zonal distances

We are going to append a constant value to replace the intra-zonal distance of 0.

First, we will select and find out the minimum value of the distance by using summary().

distPair %>%
  filter(dist > 0) %>%
  summary()
      Var1             Var2             dist      
 G00023 :   833   G00023 :   833   Min.   :  750  
 G00044 :   833   G00044 :   833   1st Qu.: 8352  
 G00046 :   833   G00046 :   833   Median :13332  
 G00066 :   833   G00066 :   833   Mean   :14162  
 G00067 :   833   G00067 :   833   3rd Qu.:18929  
 G00068 :   833   G00068 :   833   Max.   :44680  
 (Other):689724   (Other):689724                  

Next, a constant distance value of 50m is added into intra-zones distance.

distPair$dist <- ifelse(distPair$dist == 0,
                        50, distPair$dist)

The code chunk below will be used to check the result data.frame.

distPair %>%
  summary()
      Var1             Var2             dist      
 G00023 :   834   G00023 :   834   Min.   :   50  
 G00044 :   834   G00044 :   834   1st Qu.: 8250  
 G00046 :   834   G00046 :   834   Median :13332  
 G00066 :   834   G00066 :   834   Mean   :14145  
 G00067 :   834   G00067 :   834   3rd Qu.:18929  
 G00068 :   834   G00068 :   834   Max.   :44680  
 (Other):690552   (Other):690552                  

The code chunk below is used to rename the origin and destination fields.

distPair <- distPair %>%
  rename(orig = Var1,
         dest = Var2)

Save the output into an rds file.

write_rds(distPair, "data/rds/distPair.rds")

Spatial Interaction Modelling

Preparing flow data

flow_data <- read_rds("data/rds/flow_data.rds")
head(flow_data, 10)
# A tibble: 10 × 9
# Groups:   ORIGIN_SZ [2]
   ORIGIN_SZ DESTIN_SZ MORNING_PEAK BIZ_COUNT FnB_COUNT FINSERV_COUNT
   <chr>     <chr>            <dbl>     <dbl>     <dbl>         <dbl>
 1 G00023    G00067               1     50         0.99          1   
 2 G00023    G00087               1      3         0.99          0.99
 3 G00023    G00128               4      6         0.99          0.99
 4 G00023    G00154               3     42         0.99          0.99
 5 G00023    G00175              93     44         0.99          0.99
 6 G00023    G00176               1      0.99      0.99          0.99
 7 G00044    G00023               1      0.99      0.99          0.99
 8 G00044    G00067               2     50         0.99          1   
 9 G00044    G00086               1      3         0.99          0.99
10 G00044    G00088               2     66         0.99          0.99
# ℹ 3 more variables: BUSSTOP_COUNT <int>, TEXIT_COUNT <dbl>, HDB_COUNT <dbl>

Separating intra-flow from passenger volume df

Code chunk below is used to add three new fields in flow_data dataframe.

flow_data$FlowNoIntra <- ifelse(
  flow_data$ORIGIN_SZ == flow_data$DESTIN_SZ, 
  0, flow_data$MORNING_PEAK)
flow_data$offset <- ifelse(
  flow_data$ORIGIN_SZ == flow_data$DESTIN_SZ, 
  0.000001, 1)

Combining passenger volume data with distance value

Before we can join flow_data and distPair, we need to convert data value type of ORIGIN_SZ and DESTIN_SZ fields of flow_data dataframe into factor data type.

flow_data$ORIGIN_SZ <- as.factor(flow_data$ORIGIN_SZ)
flow_data$DESTIN_SZ <- as.factor(flow_data$DESTIN_SZ)

Now, left_join() of dplyr will be used to flow_data dataframe and distPair dataframe. The output is called flow_data1.

flow_data1 <- flow_data %>%
  left_join (distPair,
             by = c("ORIGIN_SZ" = "orig",
                    "DESTIN_SZ" = "dest"))
glimpse(flow_data1)
Rows: 65,140
Columns: 12
Groups: ORIGIN_SZ [816]
$ ORIGIN_SZ     <fct> G00023, G00023, G00023, G00023, G00023, G00023, G00044, …
$ DESTIN_SZ     <fct> G00067, G00087, G00128, G00154, G00175, G00176, G00023, …
$ MORNING_PEAK  <dbl> 1, 1, 4, 3, 93, 1, 1, 2, 1, 2, 3, 1, 2, 40, 1, 1, 3, 2, …
$ BIZ_COUNT     <dbl> 50.00, 3.00, 6.00, 42.00, 44.00, 0.99, 0.99, 50.00, 3.00…
$ FnB_COUNT     <dbl> 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.…
$ FINSERV_COUNT <dbl> 1.00, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 1.00, 0.99, 0.…
$ BUSSTOP_COUNT <int> 4, 1, 1, 8, 11, 5, 1, 4, 1, 4, 1, 2, 8, 11, 4, 4, 5, 2, …
$ TEXIT_COUNT   <dbl> 0.99, 0.99, 0.99, 0.99, 2.00, 0.99, 0.99, 0.99, 0.99, 0.…
$ HDB_COUNT     <dbl> 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.99, 0.…
$ FlowNoIntra   <dbl> 1, 1, 4, 3, 93, 1, 1, 2, 1, 2, 3, 1, 2, 40, 1, 1, 3, 2, …
$ offset        <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
$ dist          <dbl> 2704.163, 2250.000, 1984.313, 6873.864, 7611.669, 8842.3…

Save the output into an rds file.

write_rds(flow_data1, "data/rds/SIM_data.rds")

Calibrating Spatial Interaction Models

Importing the modelling data

Import the modelling data by using the code chunk below.

SIM_data <- read_rds("data/rds/SIM_data.rds")

Visualising the dependent variable

Firstly, let us plot the distribution of the dependent variable (i.e. MORNING_PEAK) by using histogram method by using the code chunk below.

ggplot(data = SIM_data,
       aes(x = MORNING_PEAK)) +
  geom_histogram()
`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Notice that the distribution is highly skewed and not resemble bell shape or also known as normal distribution.

Next, let us visualise the relation between the dependent variable and one of the key independent variable in Spatial Interaction Model, namely distance.

ggplot(data = SIM_data,
       aes(x = dist,
           y = MORNING_PEAK)) +
  geom_point() +
  geom_smooth(method = lm)
`geom_smooth()` using formula = 'y ~ x'

Notice that their relationship hardly resemble linear relationship.

On the other hand, plot the scatter plot by using the log transformed version of both variables, we can see that their relationship is more resemble linear relationship.

ggplot(data = SIM_data,
       aes(x = log(dist),
           y = log(MORNING_PEAK))) +
  geom_point() +
  geom_smooth(method = lm)
`geom_smooth()` using formula = 'y ~ x'

Checking for variables with zero values

Since Poisson Regression is based of log and log 0 is undefined, it is important for us to ensure that no 0 values in the explanatory variables.

In the code chunk below, summary() of Base R is used to compute the summary statistics of all variables in SIM_data data frame.

summary(SIM_data)
   ORIGIN_SZ       DESTIN_SZ      MORNING_PEAK       BIZ_COUNT     
 G01960 :  294   G01474 :  354   Min.   :    1.0   Min.   : 0.990  
 G01474 :  293   G01452 :  335   1st Qu.:    7.0   1st Qu.: 0.990  
 G01477 :  293   G01516 :  324   Median :   38.0   Median : 1.000  
 G01496 :  283   G01494 :  296   Mean   :  375.3   Mean   : 7.724  
 G01812 :  279   G01477 :  295   3rd Qu.:  175.0   3rd Qu.: 6.000  
 G01749 :  277   G01432 :  289   Max.   :97602.0   Max.   :97.000  
 (Other):63421   (Other):63247                                     
   FnB_COUNT       FINSERV_COUNT     BUSSTOP_COUNT     TEXIT_COUNT   
 Min.   :  0.990   Min.   :  0.990   Min.   : 1.000   Min.   : 0.99  
 1st Qu.:  0.990   1st Qu.:  1.000   1st Qu.: 5.000   1st Qu.: 0.99  
 Median :  0.990   Median :  3.000   Median : 7.000   Median : 0.99  
 Mean   :  6.303   Mean   :  8.853   Mean   : 7.793   Mean   : 1.98  
 3rd Qu.:  2.000   3rd Qu.:  9.000   3rd Qu.:10.000   3rd Qu.: 2.00  
 Max.   :133.000   Max.   :139.000   Max.   :19.000   Max.   :13.00  
                                                                     
   HDB_COUNT       FlowNoIntra          offset       dist      
 Min.   :  0.99   Min.   :    1.0   Min.   :1   Min.   :  750  
 1st Qu.:  0.99   1st Qu.:    7.0   1st Qu.:1   1st Qu.: 3000  
 Median : 10.00   Median :   38.0   Median :1   Median : 5408  
 Mean   : 19.76   Mean   :  375.3   Mean   :1   Mean   : 6341  
 3rd Qu.: 34.00   3rd Qu.:  175.0   3rd Qu.:1   3rd Qu.: 8842  
 Max.   :103.00   Max.   :97602.0   Max.   :1   Max.   :24784  
                                                               

All the 0 values have been replaced by 0.99 in previous section.

Unconstrained Spatial Interaction Model

In this section, we will calibrate an unconstrained spatial interaction model by using glm() of Base Stats.

uncSIM <- glm(formula = MORNING_PEAK ~ 
                log(BIZ_COUNT) + 
                log(FnB_COUNT) +
                log(FINSERV_COUNT) +
                log(BUSSTOP_COUNT) +
                log(TEXIT_COUNT) +
                log(HDB_COUNT) +
                log(dist),
              family = poisson(link = "log"),
              data = SIM_data,
              na.action = na.exclude)
uncSIM

Call:  glm(formula = MORNING_PEAK ~ log(BIZ_COUNT) + log(FnB_COUNT) + 
    log(FINSERV_COUNT) + log(BUSSTOP_COUNT) + log(TEXIT_COUNT) + 
    log(HDB_COUNT) + log(dist), family = poisson(link = "log"), 
    data = SIM_data, na.action = na.exclude)

Coefficients:
       (Intercept)      log(BIZ_COUNT)      log(FnB_COUNT)  log(FINSERV_COUNT)  
          16.59526             0.03054            -0.26073             0.23831  
log(BUSSTOP_COUNT)    log(TEXIT_COUNT)      log(HDB_COUNT)           log(dist)  
           0.17955             0.47411             0.06918            -1.45279  

Degrees of Freedom: 65139 Total (i.e. Null);  65132 Residual
Null Deviance:      98770000 
Residual Deviance: 56370000     AIC: 56730000

R-squared function

In order to measure how much variation of the trips can be accounted by the model we will write a function to calculate R-Squared value as shown below.

CalcRSquared <- function(observed,estimated){
  r <- cor(observed,estimated)
  R2 <- r^2
  R2
}

Next, we will compute the R-squared of the unconstrained SIM by using the code chunk below.

CalcRSquared(uncSIM$data$MORNING_PEAK, uncSIM$fitted.values)
[1] 0.1977453
r2_mcfadden(uncSIM)
# R2 for Generalized Linear Regression
       R2: 0.428
  adj. R2: 0.428

Origin (Production) constrained SIM

In this section, we will fit an origin constrained SIM by using the code3 chunk below.

orcSIM <- glm(formula = MORNING_PEAK ~ 
                 ORIGIN_SZ +
                 log(BIZ_COUNT) + 
                 log(FnB_COUNT) +
                 log(FINSERV_COUNT) +
                 log(BUSSTOP_COUNT) +
                 log(TEXIT_COUNT) +
                 log(HDB_COUNT) +
                 log(dist),
              family = poisson(link = "log"),
              data = SIM_data,
              na.action = na.exclude)
summary(orcSIM)

Call:
glm(formula = MORNING_PEAK ~ ORIGIN_SZ + log(BIZ_COUNT) + log(FnB_COUNT) + 
    log(FINSERV_COUNT) + log(BUSSTOP_COUNT) + log(TEXIT_COUNT) + 
    log(HDB_COUNT) + log(dist), family = poisson(link = "log"), 
    data = SIM_data, na.action = na.exclude)

Coefficients:
                     Estimate Std. Error   z value Pr(>|z|)    
(Intercept)        14.7798455  0.0985569   149.963  < 2e-16 ***
ORIGIN_SZG00044    -2.0778617  0.1701126   -12.215  < 2e-16 ***
ORIGIN_SZG00046    -1.4108208  0.1316909   -10.713  < 2e-16 ***
ORIGIN_SZG00066    -1.1996707  0.1591655    -7.537 4.80e-14 ***
ORIGIN_SZG00067     0.6858200  0.1016096     6.750 1.48e-11 ***
ORIGIN_SZG00068    -2.2472989  0.1624053   -13.838  < 2e-16 ***
ORIGIN_SZG00086    -0.5214637  0.1229385    -4.242 2.22e-05 ***
ORIGIN_SZG00087    -0.5623956  0.1276240    -4.407 1.05e-05 ***
ORIGIN_SZG00088     1.2499678  0.1002546    12.468  < 2e-16 ***
ORIGIN_SZG00089    -0.5071414  0.1102986    -4.598 4.27e-06 ***
ORIGIN_SZG00090    -1.6871945  0.1650837   -10.220  < 2e-16 ***
ORIGIN_SZG00109    -1.0246677  0.1396884    -7.335 2.21e-13 ***
ORIGIN_SZG00110     0.0285375  0.1218074     0.234 0.814765    
ORIGIN_SZG00111     2.4408453  0.0991735    24.612  < 2e-16 ***
ORIGIN_SZG00112    -1.7223728  0.1175765   -14.649  < 2e-16 ***
ORIGIN_SZG00128     1.7082023  0.1010136    16.911  < 2e-16 ***
ORIGIN_SZG00129    -1.1724010  0.2131271    -5.501 3.78e-08 ***
ORIGIN_SZG00130    -1.0712913  0.1154642    -9.278  < 2e-16 ***
ORIGIN_SZG00131    -0.3158335  0.1046475    -3.018 0.002544 ** 
ORIGIN_SZG00132    -0.7335288  0.1095803    -6.694 2.17e-11 ***
ORIGIN_SZG00133    -0.8861348  0.1054961    -8.400  < 2e-16 ***
ORIGIN_SZG00134     1.4914675  0.1012366    14.732  < 2e-16 ***
ORIGIN_SZG00150     2.0147456  0.1004837    20.050  < 2e-16 ***
ORIGIN_SZG00151    -0.4325398  0.1146525    -3.773 0.000162 ***
ORIGIN_SZG00152    -1.0397752  0.1276236    -8.147 3.72e-16 ***
ORIGIN_SZG00153    -0.5400427  0.1069253    -5.051 4.40e-07 ***
ORIGIN_SZG00154     2.1192883  0.0989274    21.423  < 2e-16 ***
ORIGIN_SZG00155    -0.7163559  0.1038468    -6.898 5.27e-12 ***
ORIGIN_SZG00156     0.2574307  0.1058051     2.433 0.014972 *  
ORIGIN_SZG00172     0.7536377  0.1243222     6.062 1.34e-09 ***
ORIGIN_SZG00174    -0.5659964  0.1088590    -5.199 2.00e-07 ***
ORIGIN_SZG00175     1.6902969  0.0990388    17.067  < 2e-16 ***
ORIGIN_SZG00176     2.9192231  0.0987050    29.575  < 2e-16 ***
ORIGIN_SZG00195    -1.5765546  0.1274556   -12.369  < 2e-16 ***
ORIGIN_SZG00196    -1.1631676  0.1070676   -10.864  < 2e-16 ***
ORIGIN_SZG00197    -1.8560686  0.1475030   -12.583  < 2e-16 ***
ORIGIN_SZG00215    -1.0079845  0.1284985    -7.844 4.35e-15 ***
ORIGIN_SZG00216     3.1632415  0.0986566    32.063  < 2e-16 ***
ORIGIN_SZG00217     0.4586048  0.1006060     4.558 5.15e-06 ***
ORIGIN_SZG00237    -2.0977525  0.1846603   -11.360  < 2e-16 ***
ORIGIN_SZG00238    -0.9533618  0.1109651    -8.592  < 2e-16 ***
ORIGIN_SZG00239    -1.7630303  0.1863032    -9.463  < 2e-16 ***
ORIGIN_SZG00257    -1.0062227  0.1135502    -8.861  < 2e-16 ***
ORIGIN_SZG00258    -0.2526955  0.1021794    -2.473 0.013396 *  
ORIGIN_SZG00259    -0.4235170  0.1064416    -3.979 6.92e-05 ***
ORIGIN_SZG00278     0.1379038  0.1057130     1.305 0.192059    
ORIGIN_SZG00279    -0.9791322  0.1074264    -9.114  < 2e-16 ***
ORIGIN_SZG00280    -0.7373891  0.1083772    -6.804 1.02e-11 ***
ORIGIN_SZG00298    -3.2645051  0.3475919    -9.392  < 2e-16 ***
ORIGIN_SZG00299    -1.0168872  0.1102993    -9.219  < 2e-16 ***
ORIGIN_SZG00300     2.0264329  0.0988979    20.490  < 2e-16 ***
ORIGIN_SZG00320    -1.1927487  0.1172927   -10.169  < 2e-16 ***
ORIGIN_SZG00321    -0.4181593  0.1214885    -3.442 0.000578 ***
ORIGIN_SZG00322     0.1673161  0.1090301     1.535 0.124885    
ORIGIN_SZG00340     0.6657808  0.1022179     6.513 7.35e-11 ***
ORIGIN_SZG00341    -1.0685659  0.1079735    -9.897  < 2e-16 ***
ORIGIN_SZG00342    -0.7188599  0.1067626    -6.733 1.66e-11 ***
ORIGIN_SZG00363     0.1056694  0.1052213     1.004 0.315254    
ORIGIN_SZG00364     0.2590591  0.1020142     2.539 0.011103 *  
ORIGIN_SZG00383    -0.1220648  0.1033298    -1.181 0.237479    
ORIGIN_SZG00384    -1.3197797  0.1114408   -11.843  < 2e-16 ***
ORIGIN_SZG00385    -0.3529716  0.1087353    -3.246 0.001170 ** 
ORIGIN_SZG00404     0.3776568  0.1042101     3.624 0.000290 ***
ORIGIN_SZG00405    -0.6814016  0.1098523    -6.203 5.54e-10 ***
ORIGIN_SZG00406     4.0414619  0.0985619    41.004  < 2e-16 ***
ORIGIN_SZG00407     0.0897208  0.1084547     0.827 0.408087    
ORIGIN_SZG00408     0.8475221  0.1011070     8.382  < 2e-16 ***
ORIGIN_SZG00425    -1.8935201  0.1321397   -14.330  < 2e-16 ***
ORIGIN_SZG00426    -0.1259135  0.1028305    -1.224 0.220773    
ORIGIN_SZG00427    -0.8471536  0.1046849    -8.092 5.85e-16 ***
ORIGIN_SZG00428    -0.8560303  0.1255782    -6.817 9.31e-12 ***
ORIGIN_SZG00429     0.9271563  0.1010757     9.173  < 2e-16 ***
ORIGIN_SZG00446    -0.2792803  0.1147049    -2.435 0.014901 *  
ORIGIN_SZG00447    -0.8414041  0.1080982    -7.784 7.04e-15 ***
ORIGIN_SZG00448    -0.0798926  0.1023726    -0.780 0.435149    
ORIGIN_SZG00449     2.9099985  0.0987126    29.480  < 2e-16 ***
ORIGIN_SZG00450     0.8003640  0.1004354     7.969 1.60e-15 ***
ORIGIN_SZG00468     0.0991503  0.1023124     0.969 0.332499    
ORIGIN_SZG00469     0.6987104  0.1000586     6.983 2.89e-12 ***
ORIGIN_SZG00470     3.2538191  0.0986283    32.991  < 2e-16 ***
ORIGIN_SZG00471     1.6076970  0.0998074    16.108  < 2e-16 ***
ORIGIN_SZG00488    -0.2873847  0.1140106    -2.521 0.011713 *  
ORIGIN_SZG00489    -3.0032009  0.2687174   -11.176  < 2e-16 ***
ORIGIN_SZG00490     1.6140141  0.0991821    16.273  < 2e-16 ***
ORIGIN_SZG00491     2.2108442  0.0987983    22.377  < 2e-16 ***
ORIGIN_SZG00493    -2.3134947  0.1701171   -13.599  < 2e-16 ***
ORIGIN_SZG00494    -0.2761075  0.1147574    -2.406 0.016128 *  
ORIGIN_SZG00509    -0.0523746  0.1041344    -0.503 0.614998    
ORIGIN_SZG00510     0.2159480  0.1015451     2.127 0.033452 *  
ORIGIN_SZG00511     1.2437858  0.0990909    12.552  < 2e-16 ***
ORIGIN_SZG00512     3.7608843  0.0985768    38.152  < 2e-16 ***
ORIGIN_SZG00513     0.5486455  0.1013927     5.411 6.26e-08 ***
ORIGIN_SZG00514     0.1295602  0.1051511     1.232 0.217900    
ORIGIN_SZG00515    -2.0533001  0.1690472   -12.146  < 2e-16 ***
ORIGIN_SZG00530    -0.9746118  0.1274556    -7.647 2.06e-14 ***
ORIGIN_SZG00531     0.3422133  0.1005590     3.403 0.000666 ***
ORIGIN_SZG00532    -0.0946312  0.1011590    -0.935 0.349546    
ORIGIN_SZG00533     3.5384079  0.0985787    35.894  < 2e-16 ***
ORIGIN_SZG00534     3.9326679  0.0985896    39.889  < 2e-16 ***
ORIGIN_SZG00536     0.4378621  0.1016470     4.308 1.65e-05 ***
ORIGIN_SZG00537    -1.8844326  0.1690472   -11.147  < 2e-16 ***
ORIGIN_SZG00538    -2.1273983  0.2266623    -9.386  < 2e-16 ***
ORIGIN_SZG00539    -4.2485718  0.5856982    -7.254 4.05e-13 ***
ORIGIN_SZG00551    -0.9351515  0.1123207    -8.326  < 2e-16 ***
ORIGIN_SZG00552     0.8970585  0.1050493     8.539  < 2e-16 ***
ORIGIN_SZG00553     0.1045888  0.1003211     1.043 0.297161    
ORIGIN_SZG00554     3.4772521  0.0985887    35.270  < 2e-16 ***
ORIGIN_SZG00555     2.9674464  0.0987521    30.049  < 2e-16 ***
ORIGIN_SZG00559    -1.2646573  0.1356638    -9.322  < 2e-16 ***
ORIGIN_SZG00560     0.6079378  0.1092986     5.562 2.66e-08 ***
ORIGIN_SZG00572    -3.1610321  0.2443540   -12.936  < 2e-16 ***
ORIGIN_SZG00573    -0.7495612  0.1077002    -6.960 3.41e-12 ***
ORIGIN_SZG00574     0.1205855  0.1049180     1.149 0.250419    
ORIGIN_SZG00575     4.3763895  0.0985476    44.409  < 2e-16 ***
ORIGIN_SZG00576     3.0546885  0.0986399    30.968  < 2e-16 ***
ORIGIN_SZG00578    -1.8529244  0.1456136   -12.725  < 2e-16 ***
ORIGIN_SZG00582    -1.6466218  0.1451641   -11.343  < 2e-16 ***
ORIGIN_SZG00583    -2.4217921  0.2194777   -11.034  < 2e-16 ***
ORIGIN_SZG00584     0.7958300  0.1128687     7.051 1.78e-12 ***
ORIGIN_SZG00593    -0.5208120  0.1102450    -4.724 2.31e-06 ***
ORIGIN_SZG00594     0.3014449  0.1018543     2.960 0.003081 ** 
ORIGIN_SZG00595    -0.1263048  0.1004802    -1.257 0.208749    
ORIGIN_SZG00596     2.8629130  0.0986134    29.032  < 2e-16 ***
ORIGIN_SZG00597    -0.3459160  0.1147581    -3.014 0.002576 ** 
ORIGIN_SZG00603    -1.3854333  0.1465394    -9.454  < 2e-16 ***
ORIGIN_SZG00604    -3.0222152  0.2848463   -10.610  < 2e-16 ***
ORIGIN_SZG00615    -1.0856496  0.1078515   -10.066  < 2e-16 ***
ORIGIN_SZG00616    -0.2088307  0.1027000    -2.033 0.042012 *  
ORIGIN_SZG00617     0.5131028  0.1000371     5.129 2.91e-07 ***
ORIGIN_SZG00618     3.3695542  0.0985924    34.177  < 2e-16 ***
ORIGIN_SZG00620     0.1951332  0.1036961     1.882 0.059866 .  
ORIGIN_SZG00637    -0.8678900  0.1060323    -8.185 2.72e-16 ***
ORIGIN_SZG00638     2.9474280  0.0986067    29.891  < 2e-16 ***
ORIGIN_SZG00657     0.8155259  0.0998306     8.169 3.11e-16 ***
ORIGIN_SZG00658     2.1465434  0.0987215    21.743  < 2e-16 ***
ORIGIN_SZG00659     2.5270756  0.0986657    25.612  < 2e-16 ***
ORIGIN_SZG00660     3.5888525  0.0985750    36.407  < 2e-16 ***
ORIGIN_SZG00662     3.0515088  0.0987742    30.894  < 2e-16 ***
ORIGIN_SZG00677     0.8403793  0.1010281     8.318  < 2e-16 ***
ORIGIN_SZG00678    -1.2391996  0.1077334   -11.502  < 2e-16 ***
ORIGIN_SZG00679     3.3610919  0.0985853    34.093  < 2e-16 ***
ORIGIN_SZG00680     3.4007522  0.0985850    34.496  < 2e-16 ***
ORIGIN_SZG00681     2.4499189  0.0988738    24.778  < 2e-16 ***
ORIGIN_SZG00699     0.3279788  0.1009441     3.249 0.001158 ** 
ORIGIN_SZG00700     2.2953596  0.0987040    23.255  < 2e-16 ***
ORIGIN_SZG00701     2.4281944  0.0987092    24.599  < 2e-16 ***
ORIGIN_SZG00702     3.3802798  0.0985820    34.289  < 2e-16 ***
ORIGIN_SZG00704     0.0431844  0.1035581     0.417 0.676674    
ORIGIN_SZG00722     0.3144587  0.1001258     3.141 0.001686 ** 
ORIGIN_SZG00725    -0.6775842  0.1077176    -6.290 3.17e-10 ***
ORIGIN_SZG00741     0.8826865  0.0998550     8.840  < 2e-16 ***
ORIGIN_SZG00743     0.7159450  0.0992815     7.211 5.54e-13 ***
ORIGIN_SZG00744     2.8181739  0.0986206    28.576  < 2e-16 ***
ORIGIN_SZG00761     0.3289462  0.1021785     3.219 0.001285 ** 
ORIGIN_SZG00762     2.3354892  0.0987652    23.647  < 2e-16 ***
ORIGIN_SZG00763    -0.8695973  0.1023072    -8.500  < 2e-16 ***
ORIGIN_SZG00764     3.2621080  0.0985801    33.091  < 2e-16 ***
ORIGIN_SZG00765     2.2193091  0.0988533    22.451  < 2e-16 ***
ORIGIN_SZG00767     3.8170040  0.0985901    38.716  < 2e-16 ***
ORIGIN_SZG00772    -1.1735214  0.1220253    -9.617  < 2e-16 ***
ORIGIN_SZG00784    -0.6238492  0.1012713    -6.160 7.27e-10 ***
ORIGIN_SZG00785     2.4321853  0.0986159    24.663  < 2e-16 ***
ORIGIN_SZG00786     2.0399463  0.0987011    20.668  < 2e-16 ***
ORIGIN_SZG00787     2.5892125  0.0987792    26.212  < 2e-16 ***
ORIGIN_SZG00788     3.1334663  0.0986595    31.760  < 2e-16 ***
ORIGIN_SZG00789     1.6248133  0.0990662    16.401  < 2e-16 ***
ORIGIN_SZG00803    -1.0392948  0.1099283    -9.454  < 2e-16 ***
ORIGIN_SZG00804     3.2708910  0.0986054    33.172  < 2e-16 ***
ORIGIN_SZG00805     3.1276679  0.0985797    31.727  < 2e-16 ***
ORIGIN_SZG00806     2.6310470  0.0986148    26.680  < 2e-16 ***
ORIGIN_SZG00807     3.4206194  0.0986119    34.688  < 2e-16 ***
ORIGIN_SZG00808     1.8022594  0.0991146    18.184  < 2e-16 ***
ORIGIN_SZG00809     3.3667566  0.0985830    34.152  < 2e-16 ***
ORIGIN_SZG00810     2.7375104  0.0986747    27.743  < 2e-16 ***
ORIGIN_SZG00814     0.3244300  0.1022834     3.172 0.001515 ** 
ORIGIN_SZG00819     5.6077436  0.1000194    56.067  < 2e-16 ***
ORIGIN_SZG00824    -0.4406463  0.1057126    -4.168 3.07e-05 ***
ORIGIN_SZG00826     0.8251932  0.0990211     8.334  < 2e-16 ***
ORIGIN_SZG00827     2.8837900  0.0985949    29.249  < 2e-16 ***
ORIGIN_SZG00828     3.0088197  0.0985904    30.518  < 2e-16 ***
ORIGIN_SZG00829     3.0438010  0.0986232    30.863  < 2e-16 ***
ORIGIN_SZG00830     2.9728209  0.0986527    30.134  < 2e-16 ***
ORIGIN_SZG00831     3.8532922  0.0985648    39.094  < 2e-16 ***
ORIGIN_SZG00832     2.9830333  0.0987036    30.222  < 2e-16 ***
ORIGIN_SZG00835     0.0240618  0.1027685     0.234 0.814880    
ORIGIN_SZG00844    -1.6384713  0.1255768   -13.048  < 2e-16 ***
ORIGIN_SZG00846     2.4121838  0.0986554    24.451  < 2e-16 ***
ORIGIN_SZG00847     1.2400511  0.0989169    12.536  < 2e-16 ***
ORIGIN_SZG00848     2.4664353  0.0986355    25.006  < 2e-16 ***
ORIGIN_SZG00849     1.5937907  0.0988245    16.127  < 2e-16 ***
ORIGIN_SZG00850     2.4518967  0.0986659    24.850  < 2e-16 ***
ORIGIN_SZG00851     2.8373608  0.0986080    28.774  < 2e-16 ***
ORIGIN_SZG00852     2.3542905  0.0987027    23.852  < 2e-16 ***
ORIGIN_SZG00853     4.2456062  0.0985886    43.064  < 2e-16 ***
ORIGIN_SZG00854     0.4196105  0.1018496     4.120 3.79e-05 ***
ORIGIN_SZG00855    -0.6639545  0.1076670    -6.167 6.97e-10 ***
ORIGIN_SZG00856     0.9999123  0.1001376     9.985  < 2e-16 ***
ORIGIN_SZG00866    -0.0525584  0.1035180    -0.508 0.611648    
ORIGIN_SZG00867     1.1563924  0.0992214    11.655  < 2e-16 ***
ORIGIN_SZG00868     0.3208961  0.1000814     3.206 0.001344 ** 
ORIGIN_SZG00869     2.9563402  0.0986890    29.956  < 2e-16 ***
ORIGIN_SZG00870     3.5208317  0.0985657    35.721  < 2e-16 ***
ORIGIN_SZG00871     3.0473379  0.0986886    30.878  < 2e-16 ***
ORIGIN_SZG00872     1.0809683  0.0991083    10.907  < 2e-16 ***
ORIGIN_SZG00873     1.2304654  0.0990270    12.426  < 2e-16 ***
ORIGIN_SZG00874     1.6596574  0.0988438    16.791  < 2e-16 ***
ORIGIN_SZG00875    -1.4702961  0.1220258   -12.049  < 2e-16 ***
ORIGIN_SZG00876    -0.3531326  0.1034218    -3.414 0.000639 ***
ORIGIN_SZG00877    -0.9191672  0.1063434    -8.643  < 2e-16 ***
ORIGIN_SZG00887     0.8982656  0.0994157     9.035  < 2e-16 ***
ORIGIN_SZG00888     2.1603798  0.0987533    21.877  < 2e-16 ***
ORIGIN_SZG00889    -0.8997383  0.1041724    -8.637  < 2e-16 ***
ORIGIN_SZG00890     3.0617469  0.0985883    31.056  < 2e-16 ***
ORIGIN_SZG00891     1.7686934  0.0991472    17.839  < 2e-16 ***
ORIGIN_SZG00893     2.8960794  0.0985987    29.372  < 2e-16 ***
ORIGIN_SZG00894     1.0465250  0.0991114    10.559  < 2e-16 ***
ORIGIN_SZG00895     0.7396549  0.0996671     7.421 1.16e-13 ***
ORIGIN_SZG00896     0.2320103  0.1017131     2.281 0.022547 *  
ORIGIN_SZG00897    -1.6491456  0.1174333   -14.043  < 2e-16 ***
ORIGIN_SZG00898     0.1818752  0.1027129     1.771 0.076608 .  
ORIGIN_SZG00908     2.0466038  0.0992259    20.626  < 2e-16 ***
ORIGIN_SZG00909     2.2386205  0.0986762    22.687  < 2e-16 ***
ORIGIN_SZG00910     0.1847544  0.0999951     1.848 0.064655 .  
ORIGIN_SZG00911     1.4967749  0.0988890    15.136  < 2e-16 ***
ORIGIN_SZG00912     2.7550464  0.0986107    27.939  < 2e-16 ***
ORIGIN_SZG00915     2.7802606  0.0986115    28.194  < 2e-16 ***
ORIGIN_SZG00917     2.3136562  0.0987798    23.422  < 2e-16 ***
ORIGIN_SZG00918    -0.7840305  0.1049257    -7.472 7.88e-14 ***
ORIGIN_SZG00919     1.7592021  0.0989170    17.785  < 2e-16 ***
ORIGIN_SZG00928     1.3022866  0.0994091    13.100  < 2e-16 ***
ORIGIN_SZG00929     2.6513523  0.0986202    26.884  < 2e-16 ***
ORIGIN_SZG00930     3.3634073  0.0985660    34.123  < 2e-16 ***
ORIGIN_SZG00931     0.3649717  0.0998934     3.654 0.000259 ***
ORIGIN_SZG00932     0.8799752  0.1000332     8.797  < 2e-16 ***
ORIGIN_SZG00933     2.5572154  0.0986712    25.917  < 2e-16 ***
ORIGIN_SZG00934     0.1226611  0.0999906     1.227 0.219925    
ORIGIN_SZG00935     3.6762092  0.0985659    37.297  < 2e-16 ***
ORIGIN_SZG00938    -2.8340074  0.2348690   -12.066  < 2e-16 ***
ORIGIN_SZG00939     3.7204017  0.0985871    37.737  < 2e-16 ***
ORIGIN_SZG00940    -1.1537774  0.1155219    -9.988  < 2e-16 ***
ORIGIN_SZG00949     1.0959347  0.0993102    11.035  < 2e-16 ***
ORIGIN_SZG00950     3.0465950  0.0986326    30.888  < 2e-16 ***
ORIGIN_SZG00951     3.8474969  0.0985559    39.039  < 2e-16 ***
ORIGIN_SZG00952     0.7796952  0.1006964     7.743 9.71e-15 ***
ORIGIN_SZG00953     1.6823505  0.0989523    17.002  < 2e-16 ***
ORIGIN_SZG00954     0.1808595  0.0998934     1.811 0.070215 .  
ORIGIN_SZG00955     2.3544732  0.0986725    23.861  < 2e-16 ***
ORIGIN_SZG00956     0.7524202  0.0991606     7.588 3.25e-14 ***
ORIGIN_SZG00957     2.6809235  0.0986718    27.170  < 2e-16 ***
ORIGIN_SZG00959    -0.3740811  0.1097516    -3.408 0.000653 ***
ORIGIN_SZG00961    -0.5956573  0.1029122    -5.788 7.12e-09 ***
ORIGIN_SZG00962     5.6560672  0.0986050    57.361  < 2e-16 ***
ORIGIN_SZG00970     1.5883231  0.0988266    16.072  < 2e-16 ***
ORIGIN_SZG00971     2.8177998  0.0985896    28.581  < 2e-16 ***
ORIGIN_SZG00972     2.5918509  0.0986275    26.279  < 2e-16 ***
ORIGIN_SZG00974     1.9403966  0.0987798    19.644  < 2e-16 ***
ORIGIN_SZG00975     1.4843049  0.0989033    15.008  < 2e-16 ***
ORIGIN_SZG00976     0.1313480  0.0999117     1.315 0.188631    
ORIGIN_SZG00977     3.1859555  0.0985870    32.316  < 2e-16 ***
ORIGIN_SZG00978     2.7743808  0.0987515    28.095  < 2e-16 ***
ORIGIN_SZG00982     0.6987691  0.0995391     7.020 2.22e-12 ***
ORIGIN_SZG00983     4.8174149  0.0985823    48.867  < 2e-16 ***
ORIGIN_SZG00984     5.6783103  0.0985830    57.599  < 2e-16 ***
ORIGIN_SZG00991     1.4866797  0.0989013    15.032  < 2e-16 ***
ORIGIN_SZG00992     1.8949718  0.0987469    19.190  < 2e-16 ***
ORIGIN_SZG00993     1.5409587  0.0987841    15.599  < 2e-16 ***
ORIGIN_SZG00994     0.9639362  0.0991025     9.727  < 2e-16 ***
ORIGIN_SZG00995     2.3332084  0.0986682    23.647  < 2e-16 ***
ORIGIN_SZG00996     1.8648116  0.0987936    18.876  < 2e-16 ***
ORIGIN_SZG00997     0.2665222  0.1027188     2.595 0.009468 ** 
ORIGIN_SZG00998     3.3072270  0.0985927    33.544  < 2e-16 ***
ORIGIN_SZG00999     3.1567928  0.0986606    31.996  < 2e-16 ***
ORIGIN_SZG01001     0.6256830  0.1014787     6.166 7.02e-10 ***
ORIGIN_SZG01003     3.2586996  0.0986046    33.048  < 2e-16 ***
ORIGIN_SZG01004     4.1856745  0.0985651    42.466  < 2e-16 ***
ORIGIN_SZG01011    -0.0184352  0.1030088    -0.179 0.857963    
ORIGIN_SZG01012    -0.3915367  0.1035144    -3.782 0.000155 ***
ORIGIN_SZG01013     0.3447859  0.0997745     3.456 0.000549 ***
ORIGIN_SZG01014     0.9883361  0.0990807     9.975  < 2e-16 ***
ORIGIN_SZG01015     0.2932756  0.0997758     2.939 0.003289 ** 
ORIGIN_SZG01016     1.8804879  0.0987666    19.040  < 2e-16 ***
ORIGIN_SZG01018     2.2349929  0.0989896    22.578  < 2e-16 ***
ORIGIN_SZG01019     3.6295183  0.0986227    36.802  < 2e-16 ***
ORIGIN_SZG01023     2.1927365  0.0989436    22.161  < 2e-16 ***
ORIGIN_SZG01024     3.2816597  0.0986122    33.278  < 2e-16 ***
ORIGIN_SZG01025    -1.1435899  0.1100849   -10.388  < 2e-16 ***
ORIGIN_SZG01033     1.0125422  0.0991327    10.214  < 2e-16 ***
ORIGIN_SZG01034     1.7656379  0.0987705    17.876  < 2e-16 ***
ORIGIN_SZG01035     2.3536366  0.0986621    23.856  < 2e-16 ***
ORIGIN_SZG01036     0.4378116  0.0994787     4.401 1.08e-05 ***
ORIGIN_SZG01037     1.6642202  0.0987581    16.851  < 2e-16 ***
ORIGIN_SZG01043     0.6067568  0.1015520     5.975 2.30e-09 ***
ORIGIN_SZG01045     2.9604194  0.0986148    30.020  < 2e-16 ***
ORIGIN_SZG01046     2.9796340  0.0986382    30.208  < 2e-16 ***
ORIGIN_SZG01053     2.2963038  0.0986787    23.271  < 2e-16 ***
ORIGIN_SZG01054     1.5210663  0.0988167    15.393  < 2e-16 ***
ORIGIN_SZG01055     2.3931564  0.0986504    24.259  < 2e-16 ***
ORIGIN_SZG01056     1.2784186  0.0989355    12.922  < 2e-16 ***
ORIGIN_SZG01064    -2.2518913  0.2687172    -8.380  < 2e-16 ***
ORIGIN_SZG01066     2.8699685  0.0986401    29.095  < 2e-16 ***
ORIGIN_SZG01067     2.9400662  0.0987298    29.779  < 2e-16 ***
ORIGIN_SZG01074     1.8633612  0.0987990    18.860  < 2e-16 ***
ORIGIN_SZG01075     1.2586332  0.0990200    12.711  < 2e-16 ***
ORIGIN_SZG01076     1.0671874  0.0988879    10.792  < 2e-16 ***
ORIGIN_SZG01077     1.1344656  0.0990247    11.456  < 2e-16 ***
ORIGIN_SZG01079     2.5689486  0.0986441    26.043  < 2e-16 ***
ORIGIN_SZG01085    -2.0087596  0.1723630   -11.654  < 2e-16 ***
ORIGIN_SZG01087     2.8195870  0.0986833    28.572  < 2e-16 ***
ORIGIN_SZG01088     1.3794410  0.0992150    13.904  < 2e-16 ***
ORIGIN_SZG01094    -0.1158510  0.1077009    -1.076 0.282073    
ORIGIN_SZG01095    -0.4605720  0.1038265    -4.436 9.17e-06 ***
ORIGIN_SZG01096     0.9203006  0.1005690     9.151  < 2e-16 ***
ORIGIN_SZG01097     2.8924972  0.0985889    29.339  < 2e-16 ***
ORIGIN_SZG01098     0.2330852  0.1001356     2.328 0.019928 *  
ORIGIN_SZG01099     1.8657796  0.0987453    18.895  < 2e-16 ***
ORIGIN_SZG01105    -0.4143969  0.1159926    -3.573 0.000353 ***
ORIGIN_SZG01106    -1.4094989  0.1345820   -10.473  < 2e-16 ***
ORIGIN_SZG01107     0.4710577  0.1022529     4.607 4.09e-06 ***
ORIGIN_SZG01108     4.4262339  0.0985506    44.913  < 2e-16 ***
ORIGIN_SZG01109     2.0628420  0.0990327    20.830  < 2e-16 ***
ORIGIN_SZG01116     1.6566849  0.0988707    16.756  < 2e-16 ***
ORIGIN_SZG01117    -0.0803579  0.1000330    -0.803 0.421794    
ORIGIN_SZG01118    -0.0222937  0.1003327    -0.222 0.824160    
ORIGIN_SZG01119     1.0248339  0.0989858    10.353  < 2e-16 ***
ORIGIN_SZG01120     0.8653630  0.0993741     8.708  < 2e-16 ***
ORIGIN_SZG01129     3.2194347  0.0986274    32.642  < 2e-16 ***
ORIGIN_SZG01130     3.4150066  0.0985955    34.637  < 2e-16 ***
ORIGIN_SZG01131     2.1927036  0.0990214    22.144  < 2e-16 ***
ORIGIN_SZG01136     0.4235707  0.0996821     4.249 2.15e-05 ***
ORIGIN_SZG01138    -0.5945014  0.1025514    -5.797 6.75e-09 ***
ORIGIN_SZG01139     2.0687490  0.0986523    20.970  < 2e-16 ***
ORIGIN_SZG01141     2.0475367  0.0987148    20.742  < 2e-16 ***
ORIGIN_SZG01148    -0.2235781  0.1112139    -2.010 0.044395 *  
ORIGIN_SZG01149     1.1235017  0.0999992    11.235  < 2e-16 ***
ORIGIN_SZG01150     3.5041970  0.0985838    35.545  < 2e-16 ***
ORIGIN_SZG01151     2.5374931  0.0987231    25.703  < 2e-16 ***
ORIGIN_SZG01158     0.7918681  0.0991277     7.988 1.37e-15 ***
ORIGIN_SZG01159     1.9050874  0.0986824    19.305  < 2e-16 ***
ORIGIN_SZG01160     2.7816737  0.0985924    28.214  < 2e-16 ***
ORIGIN_SZG01171     3.6769088  0.0985936    37.294  < 2e-16 ***
ORIGIN_SZG01172     3.6143927  0.0985888    36.661  < 2e-16 ***
ORIGIN_SZG01173     1.2776853  0.0992806    12.869  < 2e-16 ***
ORIGIN_SZG01174    -2.7526334  0.2848473    -9.664  < 2e-16 ***
ORIGIN_SZG01178     0.8671370  0.0990541     8.754  < 2e-16 ***
ORIGIN_SZG01179     1.5329500  0.0987553    15.523  < 2e-16 ***
ORIGIN_SZG01180     2.4129985  0.0986151    24.469  < 2e-16 ***
ORIGIN_SZG01181     1.5820274  0.0987356    16.023  < 2e-16 ***
ORIGIN_SZG01183     0.7940154  0.0992030     8.004 1.20e-15 ***
ORIGIN_SZG01190    -0.0180218  0.1095320    -0.165 0.869310    
ORIGIN_SZG01192     2.8066081  0.0987089    28.433  < 2e-16 ***
ORIGIN_SZG01193     2.8020976  0.0986528    28.404  < 2e-16 ***
ORIGIN_SZG01194     1.1165580  0.0994814    11.224  < 2e-16 ***
ORIGIN_SZG01200     1.7914932  0.0987432    18.143  < 2e-16 ***
ORIGIN_SZG01201     1.4734755  0.0987734    14.918  < 2e-16 ***
ORIGIN_SZG01203     2.0058464  0.0986967    20.323  < 2e-16 ***
ORIGIN_SZG01204     1.8206764  0.0987554    18.436  < 2e-16 ***
ORIGIN_SZG01211    -0.6983626  0.1328366    -5.257 1.46e-07 ***
ORIGIN_SZG01214     3.3816934  0.0986034    34.296  < 2e-16 ***
ORIGIN_SZG01215     0.2569149  0.1062024     2.419 0.015559 *  
ORIGIN_SZG01216    -0.5902167  0.1064531    -5.544 2.95e-08 ***
ORIGIN_SZG01220     2.7078705  0.0986072    27.461  < 2e-16 ***
ORIGIN_SZG01221     2.2521748  0.0986268    22.835  < 2e-16 ***
ORIGIN_SZG01222     1.8833317  0.0989895    19.026  < 2e-16 ***
ORIGIN_SZG01223     0.0230448  0.0999178     0.231 0.817597    
ORIGIN_SZG01224     0.8451977  0.0990813     8.530  < 2e-16 ***
ORIGIN_SZG01231    -2.8286611  0.2131277   -13.272  < 2e-16 ***
ORIGIN_SZG01232    -1.1420074  0.1490268    -7.663 1.81e-14 ***
ORIGIN_SZG01235     0.8710855  0.0994612     8.758  < 2e-16 ***
ORIGIN_SZG01236     1.2450520  0.0994490    12.520  < 2e-16 ***
ORIGIN_SZG01241     0.9267889  0.0990261     9.359  < 2e-16 ***
ORIGIN_SZG01242     1.6382863  0.0987540    16.590  < 2e-16 ***
ORIGIN_SZG01243     2.0943279  0.0986427    21.231  < 2e-16 ***
ORIGIN_SZG01246     1.0587292  0.0989405    10.701  < 2e-16 ***
ORIGIN_SZG01256     2.1968483  0.0987918    22.237  < 2e-16 ***
ORIGIN_SZG01257     3.0823778  0.0986519    31.245  < 2e-16 ***
ORIGIN_SZG01258     1.1478600  0.0995587    11.529  < 2e-16 ***
ORIGIN_SZG01262     1.3440999  0.0988607    13.596  < 2e-16 ***
ORIGIN_SZG01263     1.8676237  0.0986611    18.930  < 2e-16 ***
ORIGIN_SZG01264     0.7628836  0.0992161     7.689 1.48e-14 ***
ORIGIN_SZG01265     0.3710448  0.0994955     3.729 0.000192 ***
ORIGIN_SZG01266     1.7028110  0.0988221    17.231  < 2e-16 ***
ORIGIN_SZG01267    -0.2751902  0.1020623    -2.696 0.007012 ** 
ORIGIN_SZG01272    -2.4774136  0.1517969   -16.321  < 2e-16 ***
ORIGIN_SZG01273     1.3883967  0.0992312    13.992  < 2e-16 ***
ORIGIN_SZG01277     3.1833245  0.0986018    32.285  < 2e-16 ***
ORIGIN_SZG01278     0.8403913  0.0994635     8.449  < 2e-16 ***
ORIGIN_SZG01283     2.9816065  0.0985962    30.241  < 2e-16 ***
ORIGIN_SZG01284     2.2274318  0.0986383    22.582  < 2e-16 ***
ORIGIN_SZG01285     2.9287903  0.0985820    29.709  < 2e-16 ***
ORIGIN_SZG01286     1.1058675  0.0990299    11.167  < 2e-16 ***
ORIGIN_SZG01289    -0.9662436  0.1087343    -8.886  < 2e-16 ***
ORIGIN_SZG01293    -1.8655380  0.1328360   -14.044  < 2e-16 ***
ORIGIN_SZG01294     2.8884977  0.0986997    29.266  < 2e-16 ***
ORIGIN_SZG01295     0.4716078  0.1006419     4.686 2.79e-06 ***
ORIGIN_SZG01298     2.1031540  0.0987534    21.297  < 2e-16 ***
ORIGIN_SZG01299     2.6869201  0.0987067    27.221  < 2e-16 ***
ORIGIN_SZG01304     2.8607572  0.0985977    29.014  < 2e-16 ***
ORIGIN_SZG01305     2.2520111  0.0986113    22.837  < 2e-16 ***
ORIGIN_SZG01307    -1.3454704  0.1054413   -12.760  < 2e-16 ***
ORIGIN_SZG01308     1.8743554  0.0987122    18.988  < 2e-16 ***
ORIGIN_SZG01310    -2.6061286  0.1632734   -15.962  < 2e-16 ***
ORIGIN_SZG01316    -0.5633870  0.1039380    -5.420 5.95e-08 ***
ORIGIN_SZG01317     1.2835437  0.0991527    12.945  < 2e-16 ***
ORIGIN_SZG01318     0.6932792  0.0996928     6.954 3.55e-12 ***
ORIGIN_SZG01319     3.4038851  0.0985949    34.524  < 2e-16 ***
ORIGIN_SZG01320     2.0446124  0.0989143    20.671  < 2e-16 ***
ORIGIN_SZG01325     0.4931718  0.0992786     4.968 6.78e-07 ***
ORIGIN_SZG01326     2.4283538  0.0986087    24.626  < 2e-16 ***
ORIGIN_SZG01327     2.1415302  0.0986263    21.714  < 2e-16 ***
ORIGIN_SZG01328     0.7059040  0.0989679     7.133 9.84e-13 ***
ORIGIN_SZG01329     1.0088862  0.0991940    10.171  < 2e-16 ***
ORIGIN_SZG01330     1.7947869  0.0988498    18.157  < 2e-16 ***
ORIGIN_SZG01331    -2.9081053  0.3172037    -9.168  < 2e-16 ***
ORIGIN_SZG01333     0.8686993  0.0992631     8.751  < 2e-16 ***
ORIGIN_SZG01334     1.2209334  0.0991516    12.314  < 2e-16 ***
ORIGIN_SZG01335     0.6903945  0.0998833     6.912 4.78e-12 ***
ORIGIN_SZG01336    -1.7592464  0.1456133   -12.082  < 2e-16 ***
ORIGIN_SZG01337    -1.1993492  0.1099031   -10.913  < 2e-16 ***
ORIGIN_SZG01338    -2.3351290  0.1277955   -18.272  < 2e-16 ***
ORIGIN_SZG01339     3.3530912  0.0985900    34.010  < 2e-16 ***
ORIGIN_SZG01340     1.7267808  0.0989145    17.457  < 2e-16 ***
ORIGIN_SZG01341    -3.0475378  0.7139394    -4.269 1.97e-05 ***
ORIGIN_SZG01346     2.0329006  0.0987123    20.594  < 2e-16 ***
ORIGIN_SZG01347     2.9264517  0.0985832    29.685  < 2e-16 ***
ORIGIN_SZG01348     1.2615736  0.0987196    12.779  < 2e-16 ***
ORIGIN_SZG01349     1.0939149  0.0988523    11.066  < 2e-16 ***
ORIGIN_SZG01350     1.2343011  0.0991382    12.450  < 2e-16 ***
ORIGIN_SZG01353     1.3063015  0.0988745    13.212  < 2e-16 ***
ORIGIN_SZG01354     0.8079529  0.0992506     8.141 3.94e-16 ***
ORIGIN_SZG01355     1.6398635  0.0988707    16.586  < 2e-16 ***
ORIGIN_SZG01357     0.6989378  0.1002741     6.970 3.16e-12 ***
ORIGIN_SZG01358     2.0319639  0.0987822    20.570  < 2e-16 ***
ORIGIN_SZG01359     2.5200944  0.0986555    25.544  < 2e-16 ***
ORIGIN_SZG01360     2.6184699  0.0986629    26.540  < 2e-16 ***
ORIGIN_SZG01361     3.5439234  0.0986005    35.942  < 2e-16 ***
ORIGIN_SZG01362    -0.4534847  0.1083772    -4.184 2.86e-05 ***
ORIGIN_SZG01368     0.8816806  0.0988803     8.917  < 2e-16 ***
ORIGIN_SZG01369     0.7050184  0.0988977     7.129 1.01e-12 ***
ORIGIN_SZG01370     1.8189346  0.0986506    18.438  < 2e-16 ***
ORIGIN_SZG01371     1.1388170  0.0990107    11.502  < 2e-16 ***
ORIGIN_SZG01372     0.5726926  0.0993813     5.763 8.28e-09 ***
ORIGIN_SZG01373    -1.3220104  0.1089228   -12.137  < 2e-16 ***
ORIGIN_SZG01374     0.3996576  0.0992635     4.026 5.67e-05 ***
ORIGIN_SZG01375     1.9795608  0.0988151    20.033  < 2e-16 ***
ORIGIN_SZG01376     1.3555848  0.0992826    13.654  < 2e-16 ***
ORIGIN_SZG01379    -0.2208803  0.1043273    -2.117 0.034244 *  
ORIGIN_SZG01380     3.6041456  0.0985698    36.564  < 2e-16 ***
ORIGIN_SZG01381     3.2242699  0.0985915    32.703  < 2e-16 ***
ORIGIN_SZG01382     2.6770547  0.0987178    27.118  < 2e-16 ***
ORIGIN_SZG01383     0.1255277  0.1014022     1.238 0.215746    
ORIGIN_SZG01388     1.3733469  0.0987369    13.909  < 2e-16 ***
ORIGIN_SZG01389     0.5178624  0.0989190     5.235 1.65e-07 ***
ORIGIN_SZG01390     1.1743722  0.0987493    11.892  < 2e-16 ***
ORIGIN_SZG01391     0.9812452  0.0988710     9.924  < 2e-16 ***
ORIGIN_SZG01392     0.7178822  0.0997730     7.195 6.24e-13 ***
ORIGIN_SZG01393     0.0099458  0.0996388     0.100 0.920488    
ORIGIN_SZG01394     1.2515686  0.0988029    12.667  < 2e-16 ***
ORIGIN_SZG01395     1.3336458  0.0987907    13.500  < 2e-16 ***
ORIGIN_SZG01396     2.4022355  0.0986498    24.351  < 2e-16 ***
ORIGIN_SZG01397     2.4757859  0.0986568    25.095  < 2e-16 ***
ORIGIN_SZG01398     1.4829646  0.0991167    14.962  < 2e-16 ***
ORIGIN_SZG01400     2.7574362  0.0987314    27.929  < 2e-16 ***
ORIGIN_SZG01401     2.9557760  0.0985993    29.978  < 2e-16 ***
ORIGIN_SZG01402     3.1018421  0.0986151    31.454  < 2e-16 ***
ORIGIN_SZG01404     2.6204550  0.0996418    26.299  < 2e-16 ***
ORIGIN_SZG01410     1.9134950  0.0986227    19.402  < 2e-16 ***
ORIGIN_SZG01411     0.7548003  0.0988447     7.636 2.24e-14 ***
ORIGIN_SZG01412     1.1368553  0.0987225    11.516  < 2e-16 ***
ORIGIN_SZG01413     2.1072134  0.0986385    21.363  < 2e-16 ***
ORIGIN_SZG01414     1.4606339  0.0987245    14.795  < 2e-16 ***
ORIGIN_SZG01415     0.8838966  0.0989491     8.933  < 2e-16 ***
ORIGIN_SZG01416     1.5392231  0.0987684    15.584  < 2e-16 ***
ORIGIN_SZG01417     1.6108252  0.0987300    16.315  < 2e-16 ***
ORIGIN_SZG01418     2.4832699  0.0986388    25.175  < 2e-16 ***
ORIGIN_SZG01419     1.9829833  0.0987355    20.084  < 2e-16 ***
ORIGIN_SZG01422     2.9634562  0.0986446    30.042  < 2e-16 ***
ORIGIN_SZG01423     3.9370846  0.0985770    39.939  < 2e-16 ***
ORIGIN_SZG01430     1.5509393  0.0986965    15.714  < 2e-16 ***
ORIGIN_SZG01431     1.5734526  0.0986430    15.951  < 2e-16 ***
ORIGIN_SZG01432     1.6274808  0.0986398    16.499  < 2e-16 ***
ORIGIN_SZG01433     0.2788379  0.0997829     2.794 0.005199 ** 
ORIGIN_SZG01434     1.8955323  0.0986690    19.211  < 2e-16 ***
ORIGIN_SZG01435     2.4024823  0.0986046    24.365  < 2e-16 ***
ORIGIN_SZG01436    -0.6352188  0.1009400    -6.293 3.11e-10 ***
ORIGIN_SZG01437     2.5274114  0.0986161    25.629  < 2e-16 ***
ORIGIN_SZG01438     2.9575114  0.0985787    30.002  < 2e-16 ***
ORIGIN_SZG01439     3.5624228  0.0985654    36.143  < 2e-16 ***
ORIGIN_SZG01440    -0.0570241  0.1005494    -0.567 0.570629    
ORIGIN_SZG01442     2.5960536  0.0987364    26.293  < 2e-16 ***
ORIGIN_SZG01443     3.6527905  0.0985876    37.051  < 2e-16 ***
ORIGIN_SZG01444     2.8608763  0.0987867    28.960  < 2e-16 ***
ORIGIN_SZG01452     0.6909791  0.0988150     6.993 2.70e-12 ***
ORIGIN_SZG01453     0.8829389  0.0987978     8.937  < 2e-16 ***
ORIGIN_SZG01454    -0.1313441  0.1001693    -1.311 0.189783    
ORIGIN_SZG01455     1.2142161  0.0988506    12.283  < 2e-16 ***
ORIGIN_SZG01456     1.8391694  0.0986963    18.635  < 2e-16 ***
ORIGIN_SZG01457     2.6413448  0.0986056    26.787  < 2e-16 ***
ORIGIN_SZG01458     2.7766351  0.0985904    28.163  < 2e-16 ***
ORIGIN_SZG01459     2.4105863  0.0986274    24.441  < 2e-16 ***
ORIGIN_SZG01460     1.7298174  0.0987167    17.523  < 2e-16 ***
ORIGIN_SZG01461     0.3643706  0.0999072     3.647 0.000265 ***
ORIGIN_SZG01464     3.9055692  0.0985803    39.618  < 2e-16 ***
ORIGIN_SZG01465     3.5408225  0.0986283    35.901  < 2e-16 ***
ORIGIN_SZG01472    -0.8294316  0.1003121    -8.269  < 2e-16 ***
ORIGIN_SZG01473     0.2377318  0.0989934     2.401 0.016328 *  
ORIGIN_SZG01474     1.3326051  0.0986644    13.506  < 2e-16 ***
ORIGIN_SZG01475     2.3344052  0.0986077    23.674  < 2e-16 ***
ORIGIN_SZG01476     1.8091549  0.0987123    18.328  < 2e-16 ***
ORIGIN_SZG01477     3.2335016  0.0985613    32.807  < 2e-16 ***
ORIGIN_SZG01478     1.5979743  0.0987165    16.188  < 2e-16 ***
ORIGIN_SZG01479     1.8325096  0.0986824    18.570  < 2e-16 ***
ORIGIN_SZG01480     3.5634548  0.0985585    36.156  < 2e-16 ***
ORIGIN_SZG01481     1.1784149  0.0990167    11.901  < 2e-16 ***
ORIGIN_SZG01482     1.0758077  0.0993096    10.833  < 2e-16 ***
ORIGIN_SZG01485     3.2917161  0.0986343    33.373  < 2e-16 ***
ORIGIN_SZG01494     0.4381466  0.0991953     4.417 1.00e-05 ***
ORIGIN_SZG01495     0.6412599  0.0988228     6.489 8.64e-11 ***
ORIGIN_SZG01496     1.7643887  0.0986256    17.890  < 2e-16 ***
ORIGIN_SZG01497     2.0881287  0.0986508    21.167  < 2e-16 ***
ORIGIN_SZG01498     2.5993025  0.0986024    26.361  < 2e-16 ***
ORIGIN_SZG01499     2.7952436  0.0985850    28.354  < 2e-16 ***
ORIGIN_SZG01500     2.7009520  0.0986578    27.377  < 2e-16 ***
ORIGIN_SZG01501     2.9105382  0.0985868    29.523  < 2e-16 ***
ORIGIN_SZG01502     2.5758293  0.0986241    26.118  < 2e-16 ***
ORIGIN_SZG01506    -1.7113974  0.1465399   -11.679  < 2e-16 ***
ORIGIN_SZG01515    -0.5389886  0.1007489    -5.350 8.80e-08 ***
ORIGIN_SZG01516     1.0808451  0.0987332    10.947  < 2e-16 ***
ORIGIN_SZG01517     1.3330615  0.0987455    13.500  < 2e-16 ***
ORIGIN_SZG01518     1.5662683  0.0987803    15.856  < 2e-16 ***
ORIGIN_SZG01519     2.9562900  0.0986316    29.973  < 2e-16 ***
ORIGIN_SZG01520     2.2763660  0.0986366    23.078  < 2e-16 ***
ORIGIN_SZG01521     0.7855944  0.0991119     7.926 2.26e-15 ***
ORIGIN_SZG01522     3.1963661  0.0985784    32.425  < 2e-16 ***
ORIGIN_SZG01523     1.4883791  0.0996264    14.940  < 2e-16 ***
ORIGIN_SZG01524     1.7890898  0.0989316    18.084  < 2e-16 ***
ORIGIN_SZG01527     1.2342992  0.0997814    12.370  < 2e-16 ***
ORIGIN_SZG01535    -1.8144260  0.1220273   -14.869  < 2e-16 ***
ORIGIN_SZG01536    -1.3918634  0.1036301   -13.431  < 2e-16 ***
ORIGIN_SZG01537    -0.2827786  0.0997310    -2.835 0.004577 ** 
ORIGIN_SZG01538     1.2831171  0.0986990    13.000  < 2e-16 ***
ORIGIN_SZG01539     1.7670513  0.0986441    17.913  < 2e-16 ***
ORIGIN_SZG01540     2.4833099  0.0986103    25.183  < 2e-16 ***
ORIGIN_SZG01541     3.7649582  0.0986283    38.173  < 2e-16 ***
ORIGIN_SZG01542     0.7694616  0.0995117     7.732 1.06e-14 ***
ORIGIN_SZG01543     1.2176195  0.1004305    12.124  < 2e-16 ***
ORIGIN_SZG01544     2.4456875  0.0987191    24.774  < 2e-16 ***
ORIGIN_SZG01547    -1.3755563  0.1141062   -12.055  < 2e-16 ***
ORIGIN_SZG01556    -0.8292616  0.1119553    -7.407 1.29e-13 ***
ORIGIN_SZG01557    -1.2121652  0.1032123   -11.744  < 2e-16 ***
ORIGIN_SZG01558     0.1533826  0.1000718     1.533 0.125344    
ORIGIN_SZG01559     1.9507255  0.0986281    19.779  < 2e-16 ***
ORIGIN_SZG01560     2.8382821  0.0985817    28.791  < 2e-16 ***
ORIGIN_SZG01561     2.8661361  0.0986186    29.063  < 2e-16 ***
ORIGIN_SZG01562    -0.1691605  0.1002994    -1.687 0.091689 .  
ORIGIN_SZG01563     1.5239550  0.0987663    15.430  < 2e-16 ***
ORIGIN_SZG01564     0.7222115  0.0993200     7.272 3.55e-13 ***
ORIGIN_SZG01565     0.7307569  0.0994031     7.351 1.96e-13 ***
ORIGIN_SZG01566     0.2639581  0.1003472     2.630 0.008527 ** 
ORIGIN_SZG01567    -1.7132068  0.1247277   -13.736  < 2e-16 ***
ORIGIN_SZG01568    -1.2987466  0.1155219   -11.242  < 2e-16 ***
ORIGIN_SZG01578    -3.3875391  0.7139393    -4.745 2.09e-06 ***
ORIGIN_SZG01580     0.5565681  0.0996150     5.587 2.31e-08 ***
ORIGIN_SZG01581    -0.7839956  0.1004385    -7.806 5.92e-15 ***
ORIGIN_SZG01582     2.5740110  0.0985889    26.109  < 2e-16 ***
ORIGIN_SZG01583     1.1138890  0.1004549    11.088  < 2e-16 ***
ORIGIN_SZG01584     1.2149869  0.0989935    12.273  < 2e-16 ***
ORIGIN_SZG01585     1.6425420  0.0988926    16.609  < 2e-16 ***
ORIGIN_SZG01586     0.7842020  0.0992390     7.902 2.74e-15 ***
ORIGIN_SZG01589    -0.9636490  0.1059657    -9.094  < 2e-16 ***
ORIGIN_SZG01590    -1.0961084  0.1140585    -9.610  < 2e-16 ***
ORIGIN_SZG01600     2.3526953  0.0989308    23.781  < 2e-16 ***
ORIGIN_SZG01601     1.0640274  0.0987758    10.772  < 2e-16 ***
ORIGIN_SZG01602     1.9557417  0.0986881    19.817  < 2e-16 ***
ORIGIN_SZG01603     2.8412611  0.0985908    28.819  < 2e-16 ***
ORIGIN_SZG01604     1.2924845  0.0987981    13.082  < 2e-16 ***
ORIGIN_SZG01605     2.6130067  0.0986030    26.500  < 2e-16 ***
ORIGIN_SZG01606     2.3065692  0.0989057    23.321  < 2e-16 ***
ORIGIN_SZG01607     1.2987025  0.0989354    13.127  < 2e-16 ***
ORIGIN_SZG01608     2.9801754  0.0986102    30.222  < 2e-16 ***
ORIGIN_SZG01609     2.7159853  0.0986601    27.529  < 2e-16 ***
ORIGIN_SZG01610    -0.9050269  0.1151310    -7.861 3.82e-15 ***
ORIGIN_SZG01622     1.0700314  0.1004721    10.650  < 2e-16 ***
ORIGIN_SZG01623     2.4471913  0.0985958    24.820  < 2e-16 ***
ORIGIN_SZG01624     1.3063600  0.0988288    13.218  < 2e-16 ***
ORIGIN_SZG01625     2.6397472  0.0986161    26.768  < 2e-16 ***
ORIGIN_SZG01626     3.1778421  0.0985714    32.239  < 2e-16 ***
ORIGIN_SZG01627     1.6173223  0.0987456    16.379  < 2e-16 ***
ORIGIN_SZG01628     3.3154660  0.0985751    33.634  < 2e-16 ***
ORIGIN_SZG01629     2.1190150  0.0987376    21.461  < 2e-16 ***
ORIGIN_SZG01630     2.0136973  0.0987994    20.382  < 2e-16 ***
ORIGIN_SZG01631    -1.5536950  0.1147051   -13.545  < 2e-16 ***
ORIGIN_SZG01642     0.0178477  0.1021555     0.175 0.861307    
ORIGIN_SZG01643     2.2998569  0.0986101    23.323  < 2e-16 ***
ORIGIN_SZG01644     0.3406028  0.0997710     3.414 0.000641 ***
ORIGIN_SZG01645     1.8579838  0.0986885    18.827  < 2e-16 ***
ORIGIN_SZG01646     1.6650477  0.0988668    16.841  < 2e-16 ***
ORIGIN_SZG01647     1.9191537  0.0986678    19.451  < 2e-16 ***
ORIGIN_SZG01648     2.4774378  0.0986245    25.120  < 2e-16 ***
ORIGIN_SZG01649     3.1490221  0.0985833    31.943  < 2e-16 ***
ORIGIN_SZG01650     2.8365220  0.0986470    28.754  < 2e-16 ***
ORIGIN_SZG01664    -2.9290405  0.1936154   -15.128  < 2e-16 ***
ORIGIN_SZG01665     2.5519761  0.0985928    25.884  < 2e-16 ***
ORIGIN_SZG01666     1.3093362  0.0987446    13.260  < 2e-16 ***
ORIGIN_SZG01667     2.4576365  0.0989942    24.826  < 2e-16 ***
ORIGIN_SZG01668     2.4583255  0.0986210    24.927  < 2e-16 ***
ORIGIN_SZG01670     3.3192870  0.0985743    33.673  < 2e-16 ***
ORIGIN_SZG01671     3.8296120  0.0986422    38.823  < 2e-16 ***
ORIGIN_SZG01672     2.9058958  0.0986759    29.449  < 2e-16 ***
ORIGIN_SZG01684     1.6751773  0.0992021    16.887  < 2e-16 ***
ORIGIN_SZG01685     2.2077419  0.0986519    22.379  < 2e-16 ***
ORIGIN_SZG01686     1.9449777  0.0986535    19.715  < 2e-16 ***
ORIGIN_SZG01687     1.7701798  0.0987719    17.922  < 2e-16 ***
ORIGIN_SZG01688     1.2379643  0.0988468    12.524  < 2e-16 ***
ORIGIN_SZG01689     0.7170161  0.0992228     7.226 4.96e-13 ***
ORIGIN_SZG01690     2.2157321  0.0987196    22.445  < 2e-16 ***
ORIGIN_SZG01691     2.8467518  0.0986104    28.869  < 2e-16 ***
ORIGIN_SZG01692     1.9998290  0.0988259    20.236  < 2e-16 ***
ORIGIN_SZG01706     2.1556347  0.0987003    21.840  < 2e-16 ***
ORIGIN_SZG01707     1.9838843  0.0986376    20.113  < 2e-16 ***
ORIGIN_SZG01708     2.5945479  0.0985979    26.314  < 2e-16 ***
ORIGIN_SZG01709     1.6409105  0.0987269    16.621  < 2e-16 ***
ORIGIN_SZG01710     2.8588337  0.0986014    28.994  < 2e-16 ***
ORIGIN_SZG01711     2.5776097  0.0986333    26.133  < 2e-16 ***
ORIGIN_SZG01712     3.2161064  0.0985738    32.626  < 2e-16 ***
ORIGIN_SZG01713     0.7225050  0.0992738     7.278 3.39e-13 ***
ORIGIN_SZG01714     3.0921980  0.0986203    31.355  < 2e-16 ***
ORIGIN_SZG01727     2.2824953  0.0986493    23.137  < 2e-16 ***
ORIGIN_SZG01728     2.1861907  0.0986281    22.166  < 2e-16 ***
ORIGIN_SZG01729     1.7785263  0.0986699    18.025  < 2e-16 ***
ORIGIN_SZG01730    -0.0393670  0.1005192    -0.392 0.695327    
ORIGIN_SZG01731     2.2923069  0.0986601    23.234  < 2e-16 ***
ORIGIN_SZG01732     2.9283469  0.0985841    29.704  < 2e-16 ***
ORIGIN_SZG01733     2.5846528  0.0986167    26.209  < 2e-16 ***
ORIGIN_SZG01734     2.7277266  0.0986084    27.662  < 2e-16 ***
ORIGIN_SZG01735     3.7726336  0.0986822    38.230  < 2e-16 ***
ORIGIN_SZG01748     1.1990005  0.0989430    12.118  < 2e-16 ***
ORIGIN_SZG01749     1.9882176  0.0986400    20.156  < 2e-16 ***
ORIGIN_SZG01750     1.1593956  0.0987735    11.738  < 2e-16 ***
ORIGIN_SZG01751     0.9415446  0.0990671     9.504  < 2e-16 ***
ORIGIN_SZG01753     2.9680066  0.0985917    30.104  < 2e-16 ***
ORIGIN_SZG01754     3.2280711  0.0985734    32.748  < 2e-16 ***
ORIGIN_SZG01755     2.5832336  0.0986139    26.195  < 2e-16 ***
ORIGIN_SZG01756     2.4309528  0.0986547    24.641  < 2e-16 ***
ORIGIN_SZG01757     0.3029253  0.1014975     2.985 0.002840 ** 
ORIGIN_SZG01769     1.9820267  0.0986792    20.086  < 2e-16 ***
ORIGIN_SZG01770     2.0227984  0.0988625    20.461  < 2e-16 ***
ORIGIN_SZG01771     0.8448640  0.0990061     8.533  < 2e-16 ***
ORIGIN_SZG01772     0.4426750  0.1012268     4.373 1.22e-05 ***
ORIGIN_SZG01774     2.6272570  0.0986085    26.643  < 2e-16 ***
ORIGIN_SZG01775     2.1549781  0.0986634    21.842  < 2e-16 ***
ORIGIN_SZG01776     3.1979007  0.0985768    32.441  < 2e-16 ***
ORIGIN_SZG01777     3.1571077  0.0985940    32.021  < 2e-16 ***
ORIGIN_SZG01778     1.9742242  0.0991037    19.921  < 2e-16 ***
ORIGIN_SZG01790     2.6161202  0.0986332    26.524  < 2e-16 ***
ORIGIN_SZG01791     1.8382444  0.0987148    18.622  < 2e-16 ***
ORIGIN_SZG01792     1.9476136  0.0987223    19.728  < 2e-16 ***
ORIGIN_SZG01793     0.2955607  0.0994089     2.973 0.002947 ** 
ORIGIN_SZG01794     0.6120042  0.1022236     5.987 2.14e-09 ***
ORIGIN_SZG01795    -0.6334267  0.1038145    -6.102 1.05e-09 ***
ORIGIN_SZG01796     2.9960682  0.0986052    30.384  < 2e-16 ***
ORIGIN_SZG01797     2.8966502  0.0985938    29.380  < 2e-16 ***
ORIGIN_SZG01798     2.9961409  0.0985944    30.389  < 2e-16 ***
ORIGIN_SZG01799     2.0259227  0.0988013    20.505  < 2e-16 ***
ORIGIN_SZG01800     0.5594340  0.1021131     5.479 4.29e-08 ***
ORIGIN_SZG01811     1.7578735  0.0987772    17.796  < 2e-16 ***
ORIGIN_SZG01812     2.8203085  0.0985826    28.609  < 2e-16 ***
ORIGIN_SZG01813     2.7281278  0.0985924    27.671  < 2e-16 ***
ORIGIN_SZG01817     2.6602843  0.0986539    26.966  < 2e-16 ***
ORIGIN_SZG01818     2.7165206  0.0986124    27.547  < 2e-16 ***
ORIGIN_SZG01819     3.0383362  0.0985862    30.819  < 2e-16 ***
ORIGIN_SZG01820    -0.1904701  0.1038378    -1.834 0.066609 .  
ORIGIN_SZG01832     2.4481042  0.0986537    24.815  < 2e-16 ***
ORIGIN_SZG01833     1.8814932  0.0986903    19.065  < 2e-16 ***
ORIGIN_SZG01834     2.3516888  0.0986202    23.846  < 2e-16 ***
ORIGIN_SZG01835     1.6927064  0.0987834    17.136  < 2e-16 ***
ORIGIN_SZG01837    -0.7702771  0.1157541    -6.654 2.84e-11 ***
ORIGIN_SZG01839     2.1357744  0.0987328    21.632  < 2e-16 ***
ORIGIN_SZG01840     3.9073782  0.0985581    39.645  < 2e-16 ***
ORIGIN_SZG01841    -0.5897118  0.1043351    -5.652 1.59e-08 ***
ORIGIN_SZG01842     2.7367977  0.0990639    27.627  < 2e-16 ***
ORIGIN_SZG01853     2.2960126  0.0986394    23.277  < 2e-16 ***
ORIGIN_SZG01854     2.6015751  0.0986236    26.379  < 2e-16 ***
ORIGIN_SZG01855     2.8404448  0.0986025    28.807  < 2e-16 ***
ORIGIN_SZG01858     0.5220206  0.1016974     5.133 2.85e-07 ***
ORIGIN_SZG01860     3.0233952  0.0988547    30.584  < 2e-16 ***
ORIGIN_SZG01861     2.9095010  0.0986190    29.502  < 2e-16 ***
ORIGIN_SZG01874     2.5946248  0.0986925    26.290  < 2e-16 ***
ORIGIN_SZG01875     0.8838707  0.0992800     8.903  < 2e-16 ***
ORIGIN_SZG01876     2.6480839  0.0989877    26.752  < 2e-16 ***
ORIGIN_SZG01877     2.4822541  0.0986297    25.167  < 2e-16 ***
ORIGIN_SZG01880    -0.8090701  0.1107544    -7.305 2.77e-13 ***
ORIGIN_SZG01882     2.8043217  0.0986362    28.431  < 2e-16 ***
ORIGIN_SZG01883     2.6453985  0.0988880    26.751  < 2e-16 ***
ORIGIN_SZG01895     2.5611373  0.0986267    25.968  < 2e-16 ***
ORIGIN_SZG01896     1.0232486  0.0989878    10.337  < 2e-16 ***
ORIGIN_SZG01897     1.8875862  0.0988956    19.087  < 2e-16 ***
ORIGIN_SZG01898    -2.7708515  0.1650842   -16.784  < 2e-16 ***
ORIGIN_SZG01901    -0.7958544  0.1147575    -6.935 4.06e-12 ***
ORIGIN_SZG01903     1.9625445  0.0988921    19.845  < 2e-16 ***
ORIGIN_SZG01917     1.2667121  0.0989204    12.805  < 2e-16 ***
ORIGIN_SZG01918     2.9901257  0.0986757    30.303  < 2e-16 ***
ORIGIN_SZG01919     2.4534432  0.0986464    24.871  < 2e-16 ***
ORIGIN_SZG01922     0.3562005  0.1024734     3.476 0.000509 ***
ORIGIN_SZG01924     2.0370941  0.0989350    20.590  < 2e-16 ***
ORIGIN_SZG01937     1.9863806  0.0987409    20.117  < 2e-16 ***
ORIGIN_SZG01938     2.7685730  0.0986142    28.075  < 2e-16 ***
ORIGIN_SZG01939     3.3392780  0.0985968    33.868  < 2e-16 ***
ORIGIN_SZG01942    -0.8436138  0.1091184    -7.731 1.07e-14 ***
ORIGIN_SZG01959     1.6289308  0.0988724    16.475  < 2e-16 ***
ORIGIN_SZG01960     3.5326603  0.0985598    35.843  < 2e-16 ***
ORIGIN_SZG01961     2.2271930  0.0987422    22.556  < 2e-16 ***
ORIGIN_SZG01962     3.1462459  0.0986086    31.906  < 2e-16 ***
ORIGIN_SZG01964    -1.8340988  0.1321401   -13.880  < 2e-16 ***
ORIGIN_SZG01979     1.8892262  0.0988126    19.119  < 2e-16 ***
ORIGIN_SZG01980     0.3891565  0.0994393     3.914 9.10e-05 ***
ORIGIN_SZG01981     2.8493224  0.0986096    28.895  < 2e-16 ***
ORIGIN_SZG01982     1.7421878  0.0990845    17.583  < 2e-16 ***
ORIGIN_SZG01983     3.1856563  0.0986096    32.306  < 2e-16 ***
ORIGIN_SZG01984     1.9437690  0.0987853    19.677  < 2e-16 ***
ORIGIN_SZG01985     2.4517005  0.0987071    24.838  < 2e-16 ***
ORIGIN_SZG02001     2.1755516  0.0986835    22.046  < 2e-16 ***
ORIGIN_SZG02002     2.9194517  0.0985888    29.612  < 2e-16 ***
ORIGIN_SZG02003     2.4969443  0.0986422    25.313  < 2e-16 ***
ORIGIN_SZG02004     3.2730404  0.0986013    33.195  < 2e-16 ***
ORIGIN_SZG02005     3.0985631  0.0986020    31.425  < 2e-16 ***
ORIGIN_SZG02006     1.6595305  0.0989292    16.775  < 2e-16 ***
ORIGIN_SZG02007     1.1059793  0.0997592    11.086  < 2e-16 ***
ORIGIN_SZG02022     2.7691971  0.0986785    28.063  < 2e-16 ***
ORIGIN_SZG02023     3.1583849  0.0985852    32.037  < 2e-16 ***
ORIGIN_SZG02024     2.5233057  0.0986262    25.585  < 2e-16 ***
ORIGIN_SZG02025     2.6264857  0.0986214    26.632  < 2e-16 ***
ORIGIN_SZG02026     1.2230071  0.0991734    12.332  < 2e-16 ***
ORIGIN_SZG02027     3.3389278  0.0985952    33.865  < 2e-16 ***
ORIGIN_SZG02043     1.9313573  0.0987955    19.549  < 2e-16 ***
ORIGIN_SZG02044     2.8386905  0.0986049    28.789  < 2e-16 ***
ORIGIN_SZG02045    -1.3153437  0.1234261   -10.657  < 2e-16 ***
ORIGIN_SZG02046     2.7227615  0.0985920    27.616  < 2e-16 ***
ORIGIN_SZG02047     2.6148267  0.0986446    26.508  < 2e-16 ***
ORIGIN_SZG02048     2.8927256  0.0986209    29.332  < 2e-16 ***
ORIGIN_SZG02049     1.9703234  0.0994391    19.814  < 2e-16 ***
ORIGIN_SZG02064     2.7706824  0.0986310    28.091  < 2e-16 ***
ORIGIN_SZG02065     1.3853641  0.0988539    14.014  < 2e-16 ***
ORIGIN_SZG02066     0.9840501  0.1006222     9.780  < 2e-16 ***
ORIGIN_SZG02067     3.9147860  0.0985545    39.722  < 2e-16 ***
ORIGIN_SZG02068     2.6882191  0.0987419    27.225  < 2e-16 ***
ORIGIN_SZG02069     2.7092056  0.0986628    27.459  < 2e-16 ***
ORIGIN_SZG02085     1.5254820  0.0989418    15.418  < 2e-16 ***
ORIGIN_SZG02086     3.0327836  0.0985971    30.759  < 2e-16 ***
ORIGIN_SZG02087     1.7836554  0.0987668    18.059  < 2e-16 ***
ORIGIN_SZG02088     2.4099426  0.0986188    24.437  < 2e-16 ***
ORIGIN_SZG02089     2.0690906  0.0987223    20.959  < 2e-16 ***
ORIGIN_SZG02090     3.4471509  0.0985758    34.970  < 2e-16 ***
ORIGIN_SZG02091    -0.6857587  0.1196568    -5.731 9.98e-09 ***
ORIGIN_SZG02105    -0.5637665  0.1411149    -3.995 6.47e-05 ***
ORIGIN_SZG02106     0.0450015  0.1002642     0.449 0.653555    
ORIGIN_SZG02107     1.1135863  0.0989310    11.256  < 2e-16 ***
ORIGIN_SZG02108     2.4244408  0.0986587    24.574  < 2e-16 ***
ORIGIN_SZG02109     2.5822413  0.0986164    26.185  < 2e-16 ***
ORIGIN_SZG02110     2.1132593  0.0987687    21.396  < 2e-16 ***
ORIGIN_SZG02111    -0.0838953  0.1060344    -0.791 0.428822    
ORIGIN_SZG02128     1.0998168  0.0993486    11.070  < 2e-16 ***
ORIGIN_SZG02129     0.4504738  0.0995561     4.525 6.04e-06 ***
ORIGIN_SZG02130     2.8962987  0.0985916    29.377  < 2e-16 ***
ORIGIN_SZG02131     3.2130455  0.0986130    32.582  < 2e-16 ***
ORIGIN_SZG02132     2.3887250  0.0986882    24.205  < 2e-16 ***
ORIGIN_SZG02148     1.8011824  0.0991117    18.173  < 2e-16 ***
ORIGIN_SZG02149     0.3016799  0.0997013     3.026 0.002479 ** 
ORIGIN_SZG02150     2.8194569  0.0986165    28.590  < 2e-16 ***
ORIGIN_SZG02151     3.2945609  0.0985757    33.422  < 2e-16 ***
ORIGIN_SZG02152     3.4651501  0.0985859    35.149  < 2e-16 ***
ORIGIN_SZG02153     2.8805099  0.0986649    29.195  < 2e-16 ***
ORIGIN_SZG02171     1.8048103  0.0987555    18.276  < 2e-16 ***
ORIGIN_SZG02172     2.1393665  0.0988084    21.652  < 2e-16 ***
ORIGIN_SZG02173     2.4376357  0.0986461    24.711  < 2e-16 ***
ORIGIN_SZG02174     2.8320736  0.0986462    28.709  < 2e-16 ***
ORIGIN_SZG02191     1.5362663  0.0990109    15.516  < 2e-16 ***
ORIGIN_SZG02192     1.1893239  0.0990868    12.003  < 2e-16 ***
ORIGIN_SZG02193     2.3144721  0.0986890    23.452  < 2e-16 ***
ORIGIN_SZG02194     2.6648250  0.0986399    27.016  < 2e-16 ***
ORIGIN_SZG02195     2.0466034  0.1004950    20.365  < 2e-16 ***
ORIGIN_SZG02212    -0.6189044  0.1268006    -4.881 1.06e-06 ***
ORIGIN_SZG02213    -1.1496119  0.1056038   -10.886  < 2e-16 ***
ORIGIN_SZG02214     0.4656696  0.1014182     4.592 4.40e-06 ***
ORIGIN_SZG02215     2.3327528  0.0987250    23.629  < 2e-16 ***
ORIGIN_SZG02216     1.4048767  0.0990740    14.180  < 2e-16 ***
ORIGIN_SZG02233    -0.7225128  0.1058486    -6.826 8.74e-12 ***
ORIGIN_SZG02234     1.3541461  0.1003849    13.490  < 2e-16 ***
ORIGIN_SZG02235     1.1892114  0.0993366    11.972  < 2e-16 ***
ORIGIN_SZG02236     1.1907992  0.0993033    11.992  < 2e-16 ***
ORIGIN_SZG02237    -0.9841579  0.1120625    -8.782  < 2e-16 ***
ORIGIN_SZG02256    -0.7422614  0.1105510    -6.714 1.89e-11 ***
ORIGIN_SZG02257     0.7571828  0.1001983     7.557 4.13e-14 ***
ORIGIN_SZG02258     0.2203560  0.1000477     2.203 0.027629 *  
ORIGIN_SZG02259     0.0893386  0.1045676     0.854 0.392904    
ORIGIN_SZG02277     0.3434338  0.1060209     3.239 0.001198 ** 
ORIGIN_SZG02278     1.3525292  0.0996228    13.577  < 2e-16 ***
ORIGIN_SZG02279     0.3394390  0.1003170     3.384 0.000715 ***
ORIGIN_SZG02280    -1.4904578  0.1407486   -10.590  < 2e-16 ***
ORIGIN_SZG02297     2.6451917  0.0988989    26.746  < 2e-16 ***
ORIGIN_SZG02300    -1.2036239  0.1150762   -10.459  < 2e-16 ***
ORIGIN_SZG02301     0.5896079  0.1001707     5.886 3.96e-09 ***
ORIGIN_SZG02318     1.0144680  0.1001629    10.128  < 2e-16 ***
ORIGIN_SZG02319     2.0789818  0.0990132    20.997  < 2e-16 ***
ORIGIN_SZG02322     1.5953139  0.0992328    16.076  < 2e-16 ***
ORIGIN_SZG02337     2.5962829  0.0996692    26.049  < 2e-16 ***
ORIGIN_SZG02341     2.4094637  0.0989145    24.359  < 2e-16 ***
ORIGIN_SZG02343     1.2111933  0.0994904    12.174  < 2e-16 ***
ORIGIN_SZG02361     2.1007598  0.0990625    21.206  < 2e-16 ***
ORIGIN_SZG02364    -1.2884213  0.1177216   -10.945  < 2e-16 ***
ORIGIN_SZG02379     2.2553266  0.0999810    22.558  < 2e-16 ***
ORIGIN_SZG02384     1.7550439  0.0995526    17.629  < 2e-16 ***
ORIGIN_SZG02405     1.4998282  0.0995314    15.069  < 2e-16 ***
ORIGIN_SZG02406     0.0704802  0.1039320     0.678 0.497685    
ORIGIN_SZG02426     1.7675706  0.1019529    17.337  < 2e-16 ***
ORIGIN_SZG02427     2.4288210  0.0990621    24.518  < 2e-16 ***
ORIGIN_SZG02505     1.8144993  0.1049822    17.284  < 2e-16 ***
log(BIZ_COUNT)      0.0790209  0.0001937   408.023  < 2e-16 ***
log(FnB_COUNT)     -0.1997921  0.0002721  -734.135  < 2e-16 ***
log(FINSERV_COUNT)  0.3091021  0.0002750  1124.172  < 2e-16 ***
log(BUSSTOP_COUNT)  0.1467733  0.0004745   309.335  < 2e-16 ***
log(TEXIT_COUNT)    0.4960791  0.0003939  1259.251  < 2e-16 ***
log(HDB_COUNT)     -0.0405432  0.0001814  -223.478  < 2e-16 ***
log(dist)          -1.5134978  0.0002664 -5682.164  < 2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

(Dispersion parameter for poisson family taken to be 1)

    Null deviance: 98771330  on 65139  degrees of freedom
Residual deviance: 35622811  on 64317  degrees of freedom
AIC: 35982658

Number of Fisher Scoring iterations: 7

We can examine how the constraints hold for destinations this time.

CalcRSquared(orcSIM$data$MORNING_PEAK, orcSIM$fitted.values)
[1] 0.3669832

Destination constrained

In this section, we will fit a destination constrained SIM by using the code chunk below.

decSIM <- glm(formula = MORNING_PEAK ~ 
                DESTIN_SZ + 
                log(BIZ_COUNT) + 
                log(FnB_COUNT) +
                log(FINSERV_COUNT) +
                log(BUSSTOP_COUNT) +
                log(TEXIT_COUNT) +
                log(HDB_COUNT) +
                log(dist),
              family = poisson(link = "log"),
              data = SIM_data,
              na.action = na.exclude)
summary(decSIM)

Call:
glm(formula = MORNING_PEAK ~ DESTIN_SZ + log(BIZ_COUNT) + log(FnB_COUNT) + 
    log(FINSERV_COUNT) + log(BUSSTOP_COUNT) + log(TEXIT_COUNT) + 
    log(HDB_COUNT) + log(dist), family = poisson(link = "log"), 
    data = SIM_data, na.action = na.exclude)

Coefficients: (6 not defined because of singularities)
                     Estimate Std. Error   z value Pr(>|z|)    
(Intercept)        15.4790585  0.0459683   336.733  < 2e-16 ***
DESTIN_SZG00044     2.4781259  0.0505197    49.053  < 2e-16 ***
DESTIN_SZG00046     1.3666373  0.0500064    27.329  < 2e-16 ***
DESTIN_SZG00066     0.7022426  0.0632179    11.108  < 2e-16 ***
DESTIN_SZG00067     1.2459478  0.0477116    26.114  < 2e-16 ***
DESTIN_SZG00068     1.4011563  0.0496972    28.194  < 2e-16 ***
DESTIN_SZG00086    -0.0289751  0.0573981    -0.505 0.613692    
DESTIN_SZG00087    -1.3865806  0.0984148   -14.089  < 2e-16 ***
DESTIN_SZG00088     0.4459316  0.0488454     9.129  < 2e-16 ***
DESTIN_SZG00089     1.0594109  0.0506262    20.926  < 2e-16 ***
DESTIN_SZG00090    -2.6172504  0.5021053    -5.213 1.86e-07 ***
DESTIN_SZG00109     0.6869529  0.0524399    13.100  < 2e-16 ***
DESTIN_SZG00110    -1.6730763  0.1105021   -15.141  < 2e-16 ***
DESTIN_SZG00111     1.5581124  0.0472539    32.973  < 2e-16 ***
DESTIN_SZG00112    -0.4844569  0.0548469    -8.833  < 2e-16 ***
DESTIN_SZG00128     0.8526030  0.0509126    16.746  < 2e-16 ***
DESTIN_SZG00129    -2.1462293  0.1215234   -17.661  < 2e-16 ***
DESTIN_SZG00130     0.5063140  0.0508163     9.964  < 2e-16 ***
DESTIN_SZG00131    -0.0425471  0.0519685    -0.819 0.412952    
DESTIN_SZG00132     1.1732575  0.0482162    24.333  < 2e-16 ***
DESTIN_SZG00133     0.9492878  0.0475269    19.974  < 2e-16 ***
DESTIN_SZG00134     1.1176176  0.0473554    23.601  < 2e-16 ***
DESTIN_SZG00150     0.6897467  0.0522832    13.193  < 2e-16 ***
DESTIN_SZG00151     0.5774140  0.0505445    11.424  < 2e-16 ***
DESTIN_SZG00152     1.9143211  0.0478188    40.033  < 2e-16 ***
DESTIN_SZG00153     1.2972433  0.0475962    27.255  < 2e-16 ***
DESTIN_SZG00154    -0.4325608  0.0530325    -8.157 3.45e-16 ***
DESTIN_SZG00155     0.3064589  0.0489956     6.255 3.98e-10 ***
DESTIN_SZG00156     0.8837659  0.0494726    17.864  < 2e-16 ***
DESTIN_SZG00172    -0.6739714  0.0637703   -10.569  < 2e-16 ***
DESTIN_SZG00174     1.0665089  0.0480920    22.176  < 2e-16 ***
DESTIN_SZG00175     1.1052463  0.0470519    23.490  < 2e-16 ***
DESTIN_SZG00176    -0.5373538  0.0531605   -10.108  < 2e-16 ***
DESTIN_SZG00195    -0.1616188  0.0547093    -2.954 0.003135 ** 
DESTIN_SZG00196     1.3370882  0.0469894    28.455  < 2e-16 ***
DESTIN_SZG00197    -1.5962920  0.0978386   -16.316  < 2e-16 ***
DESTIN_SZG00215     0.8633211  0.0534885    16.140  < 2e-16 ***
DESTIN_SZG00216     0.2916851  0.0485325     6.010 1.85e-09 ***
DESTIN_SZG00217     1.7955871  0.0467587    38.401  < 2e-16 ***
DESTIN_SZG00237     0.3029744  0.0540135     5.609 2.03e-08 ***
DESTIN_SZG00238     0.7666205  0.0481925    15.907  < 2e-16 ***
DESTIN_SZG00239     0.4736913  0.0546106     8.674  < 2e-16 ***
DESTIN_SZG00257     1.1497395  0.0482220    23.843  < 2e-16 ***
DESTIN_SZG00258     0.1847165  0.0497962     3.709 0.000208 ***
DESTIN_SZG00259     1.7048831  0.0474416    35.936  < 2e-16 ***
DESTIN_SZG00278     1.0488786  0.0483742    21.683  < 2e-16 ***
DESTIN_SZG00279     0.9077854  0.0475903    19.075  < 2e-16 ***
DESTIN_SZG00280     1.6261389  0.0474492    34.271  < 2e-16 ***
DESTIN_SZG00298    -1.9594293  0.1401912   -13.977  < 2e-16 ***
DESTIN_SZG00299     1.0689802  0.0486590    21.969  < 2e-16 ***
DESTIN_SZG00300     0.5008907  0.0488650    10.250  < 2e-16 ***
DESTIN_SZG00320     1.1751215  0.0477402    24.615  < 2e-16 ***
DESTIN_SZG00321     0.4452362  0.0512495     8.688  < 2e-16 ***
DESTIN_SZG00322     2.3511164  0.0473206    49.685  < 2e-16 ***
DESTIN_SZG00340     2.4443097  0.0471627    51.827  < 2e-16 ***
DESTIN_SZG00341     1.1957865  0.0473789    25.239  < 2e-16 ***
DESTIN_SZG00342     2.3859798  0.0469859    50.781  < 2e-16 ***
DESTIN_SZG00363     1.1151800  0.0477832    23.338  < 2e-16 ***
DESTIN_SZG00364     2.9808821  0.0465073    64.095  < 2e-16 ***
DESTIN_SZG00383     1.4428749  0.0467241    30.881  < 2e-16 ***
DESTIN_SZG00384     2.5182420  0.0466122    54.025  < 2e-16 ***
DESTIN_SZG00385     1.6240687  0.0482390    33.667  < 2e-16 ***
DESTIN_SZG00404     1.9485608  0.0482186    40.411  < 2e-16 ***
DESTIN_SZG00405     1.7728510  0.0470056    37.716  < 2e-16 ***
DESTIN_SZG00406     2.0298126  0.0461787    43.956  < 2e-16 ***
DESTIN_SZG00407     3.1743603  0.0466639    68.026  < 2e-16 ***
DESTIN_SZG00408     3.7220091  0.0461244    80.695  < 2e-16 ***
DESTIN_SZG00425     0.5223363  0.0516412    10.115  < 2e-16 ***
DESTIN_SZG00426     1.7114812  0.0470281    36.393  < 2e-16 ***
DESTIN_SZG00427    -0.3606794  0.0513967    -7.018 2.26e-12 ***
DESTIN_SZG00428     1.7898043  0.0470549    38.037  < 2e-16 ***
DESTIN_SZG00429     1.0918869  0.0512003    21.326  < 2e-16 ***
DESTIN_SZG00446     1.4951001  0.0509174    29.363  < 2e-16 ***
DESTIN_SZG00447     0.5602936  0.0490052    11.433  < 2e-16 ***
DESTIN_SZG00448     1.5694133  0.0473157    33.169  < 2e-16 ***
DESTIN_SZG00449     2.0844692  0.0465299    44.798  < 2e-16 ***
DESTIN_SZG00450     1.2986166  0.0474071    27.393  < 2e-16 ***
DESTIN_SZG00468     1.7521405  0.0469968    37.282  < 2e-16 ***
DESTIN_SZG00469     1.6287459  0.0466836    34.889  < 2e-16 ***
DESTIN_SZG00470     1.9890659  0.0464002    42.868  < 2e-16 ***
DESTIN_SZG00471     1.0667856  0.0484155    22.034  < 2e-16 ***
DESTIN_SZG00488     0.9201870  0.0510105    18.039  < 2e-16 ***
DESTIN_SZG00489    -0.4483053  0.0658550    -6.807 9.93e-12 ***
DESTIN_SZG00490     1.7806253  0.0466643    38.158  < 2e-16 ***
DESTIN_SZG00491     0.4826580  0.0482336    10.007  < 2e-16 ***
DESTIN_SZG00493    -0.8316476  0.0674003   -12.339  < 2e-16 ***
DESTIN_SZG00494     0.4757270  0.0508119     9.363  < 2e-16 ***
DESTIN_SZG00509     0.6305086  0.0481576    13.093  < 2e-16 ***
DESTIN_SZG00510     1.8991003  0.0469256    40.470  < 2e-16 ***
DESTIN_SZG00511     1.7797352  0.0463662    38.384  < 2e-16 ***
DESTIN_SZG00512     1.9082169  0.0463071    41.208  < 2e-16 ***
DESTIN_SZG00513     2.3973812  0.0464709    51.589  < 2e-16 ***
DESTIN_SZG00514     1.4766353  0.0473700    31.172  < 2e-16 ***
DESTIN_SZG00515     0.5426976  0.0543078     9.993  < 2e-16 ***
DESTIN_SZG00530    -0.1731762  0.0546035    -3.172 0.001516 ** 
DESTIN_SZG00531     2.4652933  0.0462722    53.278  < 2e-16 ***
DESTIN_SZG00532     1.4330116  0.0467343    30.663  < 2e-16 ***
DESTIN_SZG00533     3.3813666  0.0460081    73.495  < 2e-16 ***
DESTIN_SZG00534     2.1981172  0.0463347    47.440  < 2e-16 ***
DESTIN_SZG00536     0.4475367  0.0491565     9.104  < 2e-16 ***
DESTIN_SZG00537     0.2263431  0.0568291     3.983 6.81e-05 ***
DESTIN_SZG00538    -0.6243700  0.0624903    -9.991  < 2e-16 ***
DESTIN_SZG00539    -2.8420842  0.5791746    -4.907 9.24e-07 ***
DESTIN_SZG00551     0.5758616  0.0491942    11.706  < 2e-16 ***
DESTIN_SZG00552     3.1222594  0.0470673    66.336  < 2e-16 ***
DESTIN_SZG00553     1.5404100  0.0466785    33.000  < 2e-16 ***
DESTIN_SZG00554     1.8067249  0.0464051    38.934  < 2e-16 ***
DESTIN_SZG00555     2.1582330  0.0465043    46.409  < 2e-16 ***
DESTIN_SZG00559    -0.8318086  0.0711306   -11.694  < 2e-16 ***
DESTIN_SZG00560     1.3420616  0.0486598    27.581  < 2e-16 ***
DESTIN_SZG00561     0.1885848  0.0814538     2.315 0.020600 *  
DESTIN_SZG00572     0.6601900  0.0561759    11.752  < 2e-16 ***
DESTIN_SZG00573     1.6745364  0.0469786    35.645  < 2e-16 ***
DESTIN_SZG00574     1.5410597  0.0486833    31.655  < 2e-16 ***
DESTIN_SZG00575     3.8760564  0.0459600    84.335  < 2e-16 ***
DESTIN_SZG00576     1.9068445  0.0463374    41.151  < 2e-16 ***
DESTIN_SZG00578    -1.6588652  0.1160748   -14.291  < 2e-16 ***
DESTIN_SZG00582    -1.1218218  0.0802416   -13.981  < 2e-16 ***
DESTIN_SZG00583    -2.3290530  0.2229995   -10.444  < 2e-16 ***
DESTIN_SZG00584     0.4424678  0.0576226     7.679 1.61e-14 ***
DESTIN_SZG00593     0.4248922  0.0516563     8.225  < 2e-16 ***
DESTIN_SZG00594     1.0256591  0.0477709    21.470  < 2e-16 ***
DESTIN_SZG00595     2.1817566  0.0462680    47.155  < 2e-16 ***
DESTIN_SZG00596     2.1287577  0.0461938    46.083  < 2e-16 ***
DESTIN_SZG00597     1.7698238  0.0484014    36.566  < 2e-16 ***
DESTIN_SZG00603    -1.0099896  0.0686576   -14.711  < 2e-16 ***
DESTIN_SZG00604     1.5872899  0.0638930    24.843  < 2e-16 ***
DESTIN_SZG00615     0.4549795  0.0481460     9.450  < 2e-16 ***
DESTIN_SZG00616     1.9997130  0.0466607    42.857  < 2e-16 ***
DESTIN_SZG00617     1.0622807  0.0468005    22.698  < 2e-16 ***
DESTIN_SZG00618     1.9087807  0.0463173    41.211  < 2e-16 ***
DESTIN_SZG00620     1.5011713  0.0471780    31.819  < 2e-16 ***
DESTIN_SZG00637     1.4785219  0.0471303    31.371  < 2e-16 ***
DESTIN_SZG00638     1.9311166  0.0462559    41.749  < 2e-16 ***
DESTIN_SZG00657     2.0969247  0.0464113    45.181  < 2e-16 ***
DESTIN_SZG00658     1.8696041  0.0462830    40.395  < 2e-16 ***
DESTIN_SZG00659     2.1454116  0.0462506    46.387  < 2e-16 ***
DESTIN_SZG00660     2.7031024  0.0460798    58.661  < 2e-16 ***
DESTIN_SZG00662     1.5150910  0.0472165    32.088  < 2e-16 ***
DESTIN_SZG00677     2.3541172  0.0468049    50.296  < 2e-16 ***
DESTIN_SZG00678     0.6088832  0.0479176    12.707  < 2e-16 ***
DESTIN_SZG00679     2.1744465  0.0461687    47.098  < 2e-16 ***
DESTIN_SZG00680     3.9860697  0.0459726    86.705  < 2e-16 ***
DESTIN_SZG00681     0.7688210  0.0492500    15.611  < 2e-16 ***
DESTIN_SZG00699     1.6139919  0.0467166    34.549  < 2e-16 ***
DESTIN_SZG00700     1.8853291  0.0463872    40.643  < 2e-16 ***
DESTIN_SZG00701    -0.0712950  0.0496959    -1.435 0.151394    
DESTIN_SZG00702     2.2908370  0.0461486    49.640  < 2e-16 ***
DESTIN_SZG00704     1.9404043  0.0470003    41.285  < 2e-16 ***
DESTIN_SZG00722     1.4912358  0.0468971    31.798  < 2e-16 ***
DESTIN_SZG00725    -0.0542775  0.0531412    -1.021 0.307074    
DESTIN_SZG00741     2.1741109  0.0464231    46.833  < 2e-16 ***
DESTIN_SZG00743    -0.4766055  0.0504317    -9.451  < 2e-16 ***
DESTIN_SZG00744     2.3781765  0.0461613    51.519  < 2e-16 ***
DESTIN_SZG00761     2.2565132  0.0466059    48.417  < 2e-16 ***
DESTIN_SZG00762     0.6912414  0.0475909    14.525  < 2e-16 ***
DESTIN_SZG00763    -0.4038102  0.0502068    -8.043 8.77e-16 ***
DESTIN_SZG00764     2.7499867  0.0460398    59.731  < 2e-16 ***
DESTIN_SZG00765     1.6881890  0.0468043    36.069  < 2e-16 ***
DESTIN_SZG00767     2.0898131  0.0463920    45.047  < 2e-16 ***
DESTIN_SZG00772    -0.1375438  0.0574349    -2.395 0.016630 *  
DESTIN_SZG00784    -0.0758282  0.0499927    -1.517 0.129321    
DESTIN_SZG00785     1.6348502  0.0462343    35.360  < 2e-16 ***
DESTIN_SZG00786     2.1212286  0.0461704    45.944  < 2e-16 ***
DESTIN_SZG00787     1.6491344  0.0468609    35.192  < 2e-16 ***
DESTIN_SZG00788     0.8633610  0.0479568    18.003  < 2e-16 ***
DESTIN_SZG00789     0.8834195  0.0488493    18.085  < 2e-16 ***
DESTIN_SZG00803     1.0272465  0.0478869    21.452  < 2e-16 ***
DESTIN_SZG00804     1.7591262  0.0463758    37.932  < 2e-16 ***
DESTIN_SZG00805     3.0713754  0.0459975    66.773  < 2e-16 ***
DESTIN_SZG00806     1.7591095  0.0462699    38.018  < 2e-16 ***
DESTIN_SZG00807     2.0091175  0.0464166    43.284  < 2e-16 ***
DESTIN_SZG00808     0.1966067  0.0499328     3.937 8.24e-05 ***
DESTIN_SZG00809     2.0700915  0.0462105    44.797  < 2e-16 ***
DESTIN_SZG00810     1.9508154  0.0466827    41.789  < 2e-16 ***
DESTIN_SZG00814     0.5798009  0.0497757    11.648  < 2e-16 ***
DESTIN_SZG00819     5.0748931  0.0477731   106.229  < 2e-16 ***
DESTIN_SZG00824     1.0903572  0.0477882    22.816  < 2e-16 ***
DESTIN_SZG00826     1.5940610  0.0462976    34.431  < 2e-16 ***
DESTIN_SZG00827     1.6491897  0.0463195    35.605  < 2e-16 ***
DESTIN_SZG00828     2.0567702  0.0461558    44.561  < 2e-16 ***
DESTIN_SZG00829     1.5156076  0.0466192    32.510  < 2e-16 ***
DESTIN_SZG00830     0.8272633  0.0476142    17.374  < 2e-16 ***
DESTIN_SZG00831     3.6973358  0.0459767    80.418  < 2e-16 ***
DESTIN_SZG00832     3.9807424  0.0460269    86.487  < 2e-16 ***
DESTIN_SZG00835     0.1441285  0.0497703     2.896 0.003781 ** 
DESTIN_SZG00844     0.8244369  0.0492269    16.748  < 2e-16 ***
DESTIN_SZG00846     1.4867162  0.0464159    32.030  < 2e-16 ***
DESTIN_SZG00847     2.5807949  0.0461180    55.961  < 2e-16 ***
DESTIN_SZG00848     1.6480236  0.0463250    35.575  < 2e-16 ***
DESTIN_SZG00849     1.2727148  0.0466232    27.298  < 2e-16 ***
DESTIN_SZG00850     1.9483923  0.0462543    42.124  < 2e-16 ***
DESTIN_SZG00851     1.6835340  0.0463076    36.355  < 2e-16 ***
DESTIN_SZG00852     1.6904830  0.0466448    36.242  < 2e-16 ***
DESTIN_SZG00853     2.5850154  0.0465783    55.498  < 2e-16 ***
DESTIN_SZG00854     1.0537327  0.0480019    21.952  < 2e-16 ***
DESTIN_SZG00855     0.1134632  0.0498605     2.276 0.022869 *  
DESTIN_SZG00856    -0.7801820  0.0555285   -14.050  < 2e-16 ***
DESTIN_SZG00866     1.6328615  0.0469596    34.772  < 2e-16 ***
DESTIN_SZG00867     2.9500193  0.0461235    63.959  < 2e-16 ***
DESTIN_SZG00868     2.5783053  0.0462021    55.805  < 2e-16 ***
DESTIN_SZG00869     3.0964369  0.0461673    67.070  < 2e-16 ***
DESTIN_SZG00870     3.1427103  0.0459955    68.327  < 2e-16 ***
DESTIN_SZG00871     3.6158504  0.0460584    78.506  < 2e-16 ***
DESTIN_SZG00872     2.1830060  0.0462336    47.217  < 2e-16 ***
DESTIN_SZG00873     1.9639223  0.0465672    42.174  < 2e-16 ***
DESTIN_SZG00874     0.3523215  0.0477509     7.378 1.60e-13 ***
DESTIN_SZG00875    -0.1960729  0.0538537    -3.641 0.000272 ***
DESTIN_SZG00876     0.3702833  0.0496972     7.451 9.28e-14 ***
DESTIN_SZG00877     0.9794936  0.0480008    20.406  < 2e-16 ***
DESTIN_SZG00887     1.6627667  0.0466281    35.660  < 2e-16 ***
DESTIN_SZG00888     0.4518271  0.0478458     9.443  < 2e-16 ***
DESTIN_SZG00889     0.8088003  0.0476310    16.981  < 2e-16 ***
DESTIN_SZG00890     2.1497887  0.0461540    46.579  < 2e-16 ***
DESTIN_SZG00891     1.3692389  0.0480446    28.499  < 2e-16 ***
DESTIN_SZG00893     2.3666189  0.0461160    51.319  < 2e-16 ***
DESTIN_SZG00894     0.6853127  0.0473482    14.474  < 2e-16 ***
DESTIN_SZG00895     1.2893608  0.0468355    27.530  < 2e-16 ***
DESTIN_SZG00896    -0.4071981  0.0548176    -7.428 1.10e-13 ***
DESTIN_SZG00897    -0.9972356  0.0533335   -18.698  < 2e-16 ***
DESTIN_SZG00898     0.8352342  0.0480114    17.397  < 2e-16 ***
DESTIN_SZG00908     1.7565684  0.0470538    37.331  < 2e-16 ***
DESTIN_SZG00909     1.4286238  0.0463448    30.826  < 2e-16 ***
DESTIN_SZG00910     0.5316837  0.0473938    11.218  < 2e-16 ***
DESTIN_SZG00911     2.8328528  0.0460689    61.492  < 2e-16 ***
DESTIN_SZG00912     1.2743701  0.0464476    27.437  < 2e-16 ***
DESTIN_SZG00915     1.9299504  0.0462829    41.699  < 2e-16 ***
DESTIN_SZG00917     2.3808388  0.0462390    51.490  < 2e-16 ***
DESTIN_SZG00918    -0.9562876  0.0608030   -15.728  < 2e-16 ***
DESTIN_SZG00919     0.4384077  0.0481420     9.107  < 2e-16 ***
DESTIN_SZG00928     0.4001310  0.0489397     8.176 2.93e-16 ***
DESTIN_SZG00929     1.3921167  0.0464120    29.995  < 2e-16 ***
DESTIN_SZG00930     2.4562319  0.0460538    53.334  < 2e-16 ***
DESTIN_SZG00931     1.0414164  0.0470094    22.153  < 2e-16 ***
DESTIN_SZG00932     0.0687975  0.0519417     1.325 0.185332    
DESTIN_SZG00933     1.5812461  0.0465044    34.002  < 2e-16 ***
DESTIN_SZG00934     1.4716078  0.0466108    31.572  < 2e-16 ***
DESTIN_SZG00935     3.6627118  0.0459728    79.671  < 2e-16 ***
DESTIN_SZG00938    -2.9002453  0.1800354   -16.109  < 2e-16 ***
DESTIN_SZG00939     3.2974916  0.0460334    71.633  < 2e-16 ***
DESTIN_SZG00940     0.5733789  0.0494842    11.587  < 2e-16 ***
DESTIN_SZG00949     0.4024224  0.0481068     8.365  < 2e-16 ***
DESTIN_SZG00950     2.5522180  0.0461635    55.287  < 2e-16 ***
DESTIN_SZG00951     3.2493362  0.0459833    70.663  < 2e-16 ***
DESTIN_SZG00952     2.6959324  0.0465366    57.931  < 2e-16 ***
DESTIN_SZG00953     1.4328164  0.0466865    30.690  < 2e-16 ***
DESTIN_SZG00954    -0.2458647  0.0489700    -5.021 5.15e-07 ***
DESTIN_SZG00955     2.4679527  0.0461072    53.526  < 2e-16 ***
DESTIN_SZG00956     1.1234076  0.0467969    24.006  < 2e-16 ***
DESTIN_SZG00957     1.9455291  0.0466696    41.687  < 2e-16 ***
DESTIN_SZG00959     0.4521702  0.0508651     8.890  < 2e-16 ***
DESTIN_SZG00961     1.5474159  0.0474180    32.634  < 2e-16 ***
DESTIN_SZG00962     3.1842131  0.0461464    69.002  < 2e-16 ***
DESTIN_SZG00970     1.7178877  0.0463082    37.097  < 2e-16 ***
DESTIN_SZG00971     1.9701900  0.0461247    42.714  < 2e-16 ***
DESTIN_SZG00972     1.3636571  0.0464226    29.375  < 2e-16 ***
DESTIN_SZG00974     0.9871855  0.0470623    20.976  < 2e-16 ***
DESTIN_SZG00975    -0.1345264  0.0486141    -2.767 0.005653 ** 
DESTIN_SZG00976     0.7998712  0.0472290    16.936  < 2e-16 ***
DESTIN_SZG00977     1.6514027  0.0463414    35.636  < 2e-16 ***
DESTIN_SZG00978     1.6855023  0.0471399    35.755  < 2e-16 ***
DESTIN_SZG00982     0.9912174  0.0471344    21.030  < 2e-16 ***
DESTIN_SZG00983     6.3716523  0.0460429   138.385  < 2e-16 ***
DESTIN_SZG00984     5.5380628  0.0460748   120.197  < 2e-16 ***
DESTIN_SZG00991     1.6582538  0.0463902    35.746  < 2e-16 ***
DESTIN_SZG00992     1.9569227  0.0462134    42.345  < 2e-16 ***
DESTIN_SZG00993     0.6155460  0.0468734    13.132  < 2e-16 ***
DESTIN_SZG00994     0.4403172  0.0472377     9.321  < 2e-16 ***
DESTIN_SZG00995     1.1178093  0.0465690    24.003  < 2e-16 ***
DESTIN_SZG00996     0.8392246  0.0471400    17.803  < 2e-16 ***
DESTIN_SZG00997     1.2954271  0.0477108    27.152  < 2e-16 ***
DESTIN_SZG00998     2.0722324  0.0462651    44.790  < 2e-16 ***
DESTIN_SZG00999     1.6392048  0.0469133    34.941  < 2e-16 ***
DESTIN_SZG01001     0.8838527  0.0484252    18.252  < 2e-16 ***
DESTIN_SZG01003     3.2719340  0.0460152    71.106  < 2e-16 ***
DESTIN_SZG01004     2.5212255  0.0461396    54.643  < 2e-16 ***
DESTIN_SZG01011     1.2161125  0.0474074    25.652  < 2e-16 ***
DESTIN_SZG01012     2.7046822  0.0462734    58.450  < 2e-16 ***
DESTIN_SZG01013     1.5878274  0.0465104    34.139  < 2e-16 ***
DESTIN_SZG01014    -0.1955255  0.0485258    -4.029 5.59e-05 ***
DESTIN_SZG01015     2.5423238  0.0460965    55.152  < 2e-16 ***
DESTIN_SZG01016     2.7752548  0.0460609    60.252  < 2e-16 ***
DESTIN_SZG01018     1.2298240  0.0474439    25.922  < 2e-16 ***
DESTIN_SZG01019     2.3622413  0.0462594    51.065  < 2e-16 ***
DESTIN_SZG01023     1.3032045  0.0476943    27.324  < 2e-16 ***
DESTIN_SZG01024     2.1325927  0.0463413    46.019  < 2e-16 ***
DESTIN_SZG01025    -2.0073470  0.0792236   -25.338  < 2e-16 ***
DESTIN_SZG01033     1.7727526  0.0463859    38.217  < 2e-16 ***
DESTIN_SZG01034     2.4241158  0.0461253    52.555  < 2e-16 ***
DESTIN_SZG01035     2.2579318  0.0461475    48.929  < 2e-16 ***
DESTIN_SZG01036     2.6915422  0.0460671    58.427  < 2e-16 ***
DESTIN_SZG01037     1.5331971  0.0462957    33.117  < 2e-16 ***
DESTIN_SZG01043     1.5012400  0.0471482    31.841  < 2e-16 ***
DESTIN_SZG01045     1.9665931  0.0462631    42.509  < 2e-16 ***
DESTIN_SZG01046     2.3085662  0.0462483    49.917  < 2e-16 ***
DESTIN_SZG01053     2.3547519  0.0461465    51.028  < 2e-16 ***
DESTIN_SZG01054     2.1403062  0.0461679    46.359  < 2e-16 ***
DESTIN_SZG01055     1.3013606  0.0465889    27.933  < 2e-16 ***
DESTIN_SZG01056     0.5212558  0.0471786    11.049  < 2e-16 ***
DESTIN_SZG01064    -1.4995588  0.0984147   -15.237  < 2e-16 ***
DESTIN_SZG01066     3.2900464  0.0460703    71.414  < 2e-16 ***
DESTIN_SZG01067     2.5630645  0.0463385    55.312  < 2e-16 ***
DESTIN_SZG01074     0.2800238  0.0478328     5.854 4.79e-09 ***
DESTIN_SZG01075     1.9146546  0.0462911    41.361  < 2e-16 ***
DESTIN_SZG01076     1.3302747  0.0463869    28.678  < 2e-16 ***
DESTIN_SZG01077     0.6212098  0.0470066    13.215  < 2e-16 ***
DESTIN_SZG01079     1.8881461  0.0462680    40.809  < 2e-16 ***
DESTIN_SZG01085     0.4255020  0.0725562     5.864 4.51e-09 ***
DESTIN_SZG01087     2.3853286  0.0462885    51.532  < 2e-16 ***
DESTIN_SZG01088     2.7479075  0.0462134    59.461  < 2e-16 ***
DESTIN_SZG01094    -1.4991068  0.0665172   -22.537  < 2e-16 ***
DESTIN_SZG01095     1.0945587  0.0477894    22.904  < 2e-16 ***
DESTIN_SZG01096     1.0653230  0.0481964    22.104  < 2e-16 ***
DESTIN_SZG01097     2.2389073  0.0460966    48.570  < 2e-16 ***
DESTIN_SZG01098    -0.3864074  0.0507131    -7.619 2.55e-14 ***
DESTIN_SZG01099     1.2072427  0.0465354    25.942  < 2e-16 ***
DESTIN_SZG01105     2.2253031  0.0467072    47.644  < 2e-16 ***
DESTIN_SZG01106    -1.4265766  0.0964573   -14.790  < 2e-16 ***
DESTIN_SZG01107     2.5242763  0.0464802    54.309  < 2e-16 ***
DESTIN_SZG01108     4.2780278  0.0459568    93.088  < 2e-16 ***
DESTIN_SZG01109     0.2501525  0.0504150     4.962 6.98e-07 ***
DESTIN_SZG01116     1.2691689  0.0466920    27.182  < 2e-16 ***
DESTIN_SZG01117     1.7642191  0.0464087    38.015  < 2e-16 ***
DESTIN_SZG01118     0.1555915  0.0491376     3.166 0.001543 ** 
DESTIN_SZG01119     0.6499138  0.0470176    13.823  < 2e-16 ***
DESTIN_SZG01120     0.0761033  0.0487979     1.560 0.118864    
DESTIN_SZG01129     1.8643932  0.0465401    40.060  < 2e-16 ***
DESTIN_SZG01130     2.3709638  0.0462278    51.289  < 2e-16 ***
DESTIN_SZG01131     3.1888565  0.0461801    69.053  < 2e-16 ***
DESTIN_SZG01136     2.5830369  0.0461424    55.980  < 2e-16 ***
DESTIN_SZG01138     0.3915518  0.0488038     8.023 1.03e-15 ***
DESTIN_SZG01139     1.1755449  0.0464127    25.328  < 2e-16 ***
DESTIN_SZG01141     1.2116785  0.0465219    26.045  < 2e-16 ***
DESTIN_SZG01148     0.0852340  0.0543931     1.567 0.117115    
DESTIN_SZG01149     1.6700808  0.0477311    34.989  < 2e-16 ***
DESTIN_SZG01150     1.8390351  0.0463683    39.661  < 2e-16 ***
DESTIN_SZG01151     2.0824568  0.0463449    44.934  < 2e-16 ***
DESTIN_SZG01158     0.5589060  0.0470479    11.880  < 2e-16 ***
DESTIN_SZG01159     0.8580796  0.0467073    18.371  < 2e-16 ***
DESTIN_SZG01160     2.3621462  0.0460899    51.251  < 2e-16 ***
DESTIN_SZG01171     2.5526511  0.0462570    55.184  < 2e-16 ***
DESTIN_SZG01172     3.7858550  0.0459963    82.308  < 2e-16 ***
DESTIN_SZG01173     2.6511727  0.0461686    57.424  < 2e-16 ***
DESTIN_SZG01174    -0.6079096  0.0618226    -9.833  < 2e-16 ***
DESTIN_SZG01178     2.8186977  0.0460457    61.215  < 2e-16 ***
DESTIN_SZG01179     1.8173267  0.0461873    39.347  < 2e-16 ***
DESTIN_SZG01180     1.8871884  0.0461591    40.884  < 2e-16 ***
DESTIN_SZG01181     0.7876206  0.0467423    16.850  < 2e-16 ***
DESTIN_SZG01183     2.3641635  0.0461487    51.229  < 2e-16 ***
DESTIN_SZG01190     0.5484355  0.0541056    10.136  < 2e-16 ***
DESTIN_SZG01192     2.6996739  0.0461985    58.436  < 2e-16 ***
DESTIN_SZG01193     2.2860128  0.0462035    49.477  < 2e-16 ***
DESTIN_SZG01194     2.2602110  0.0462848    48.833  < 2e-16 ***
DESTIN_SZG01200     1.5343585  0.0464191    33.054  < 2e-16 ***
DESTIN_SZG01201     1.2758296  0.0464667    27.457  < 2e-16 ***
DESTIN_SZG01203     1.2103489  0.0465372    26.008  < 2e-16 ***
DESTIN_SZG01204     1.0079314  0.0467153    21.576  < 2e-16 ***
DESTIN_SZG01211    -4.1222164  0.2811277   -14.663  < 2e-16 ***
DESTIN_SZG01214     1.4346533  0.0466619    30.746  < 2e-16 ***
DESTIN_SZG01215     1.8256343  0.0471678    38.705  < 2e-16 ***
DESTIN_SZG01216     1.8232569  0.0469608    38.825  < 2e-16 ***
DESTIN_SZG01220     1.6458920  0.0462922    35.554  < 2e-16 ***
DESTIN_SZG01221     2.3149122  0.0460892    50.227  < 2e-16 ***
DESTIN_SZG01222     1.3444245  0.0474993    28.304  < 2e-16 ***
DESTIN_SZG01223     0.6657303  0.0472020    14.104  < 2e-16 ***
DESTIN_SZG01224     1.1689679  0.0465566    25.109  < 2e-16 ***
DESTIN_SZG01231    -0.9381775  0.0733327   -12.793  < 2e-16 ***
DESTIN_SZG01232     1.3419109  0.0519789    25.816  < 2e-16 ***
DESTIN_SZG01235     2.3083391  0.0462703    49.888  < 2e-16 ***
DESTIN_SZG01236     1.6346690  0.0466155    35.067  < 2e-16 ***
DESTIN_SZG01241     0.5524475  0.0473193    11.675  < 2e-16 ***
DESTIN_SZG01242     0.9179543  0.0467476    19.636  < 2e-16 ***
DESTIN_SZG01243     1.9309355  0.0461850    41.809  < 2e-16 ***
DESTIN_SZG01246     0.8837590  0.0466589    18.941  < 2e-16 ***
DESTIN_SZG01256     1.5182775  0.0466710    32.532  < 2e-16 ***
DESTIN_SZG01257     2.3814460  0.0463028    51.432  < 2e-16 ***
DESTIN_SZG01258     2.7169407  0.0461951    58.814  < 2e-16 ***
DESTIN_SZG01262     0.4339295  0.0475657     9.123  < 2e-16 ***
DESTIN_SZG01263     2.5777182  0.0460398    55.989  < 2e-16 ***
DESTIN_SZG01264     1.6299257  0.0464848    35.064  < 2e-16 ***
DESTIN_SZG01265     1.4237476  0.0465374    30.594  < 2e-16 ***
DESTIN_SZG01266     1.6858948  0.0463873    36.344  < 2e-16 ***
DESTIN_SZG01267     0.1951598  0.0486012     4.016 5.93e-05 ***
DESTIN_SZG01272    -2.7509796  0.1196028   -23.001  < 2e-16 ***
DESTIN_SZG01273     1.8571874  0.0464458    39.986  < 2e-16 ***
DESTIN_SZG01277     2.6058560  0.0461131    56.510  < 2e-16 ***
DESTIN_SZG01278     1.9725660  0.0463032    42.601  < 2e-16 ***
DESTIN_SZG01283     2.9272347  0.0460372    63.584  < 2e-16 ***
DESTIN_SZG01284     2.6254503  0.0460679    56.991  < 2e-16 ***
DESTIN_SZG01285     2.1356891  0.0461252    46.302  < 2e-16 ***
DESTIN_SZG01286     1.1025244  0.0468987    23.509  < 2e-16 ***
DESTIN_SZG01289    -1.2594069  0.0590359   -21.333  < 2e-16 ***
DESTIN_SZG01293    -2.3562721  0.0868590   -27.128  < 2e-16 ***
DESTIN_SZG01294     1.6195525  0.0466810    34.694  < 2e-16 ***
DESTIN_SZG01295    -0.1843143  0.0509917    -3.615 0.000301 ***
DESTIN_SZG01298     1.7831320  0.0464159    38.416  < 2e-16 ***
DESTIN_SZG01299     1.5639104  0.0467288    33.468  < 2e-16 ***
DESTIN_SZG01304     1.8316154  0.0462728    39.583  < 2e-16 ***
DESTIN_SZG01305     2.1101056  0.0461023    45.770  < 2e-16 ***
DESTIN_SZG01307     0.4576836  0.0497464     9.200  < 2e-16 ***
DESTIN_SZG01308     1.7855825  0.0462243    38.629  < 2e-16 ***
DESTIN_SZG01310    -3.2663754  0.1944840   -16.795  < 2e-16 ***
DESTIN_SZG01316     0.3832533  0.0485063     7.901 2.76e-15 ***
DESTIN_SZG01317     0.4567330  0.0477220     9.571  < 2e-16 ***
DESTIN_SZG01318     0.2413425  0.0485220     4.974 6.56e-07 ***
DESTIN_SZG01319     3.0761891  0.0460369    66.820  < 2e-16 ***
DESTIN_SZG01320     0.6921922  0.0478178    14.476  < 2e-16 ***
DESTIN_SZG01324     1.8937903  0.0484505    39.087  < 2e-16 ***
DESTIN_SZG01325     0.2017993  0.0480272     4.202 2.65e-05 ***
DESTIN_SZG01326     1.7024024  0.0462363    36.820  < 2e-16 ***
DESTIN_SZG01327     1.8719137  0.0462008    40.517  < 2e-16 ***
DESTIN_SZG01328     1.4023989  0.0463477    30.258  < 2e-16 ***
DESTIN_SZG01329     1.3286323  0.0466878    28.458  < 2e-16 ***
DESTIN_SZG01330     2.8816834  0.0461924    62.384  < 2e-16 ***
DESTIN_SZG01331    -3.4037580  0.2622526   -12.979  < 2e-16 ***
DESTIN_SZG01333     0.1812817  0.0485385     3.735 0.000188 ***
DESTIN_SZG01334     0.7044869  0.0476484    14.785  < 2e-16 ***
DESTIN_SZG01335     2.5102474  0.0462320    54.297  < 2e-16 ***
DESTIN_SZG01336    -1.0886355  0.0722841   -15.061  < 2e-16 ***
DESTIN_SZG01337    -0.6678904  0.0544668   -12.262  < 2e-16 ***
DESTIN_SZG01338    -0.5943617  0.0530325   -11.207  < 2e-16 ***
DESTIN_SZG01339     2.8044292  0.0460629    60.883  < 2e-16 ***
DESTIN_SZG01340     1.3778270  0.0467959    29.443  < 2e-16 ***
DESTIN_SZG01341    -2.2266847  0.1066253   -20.883  < 2e-16 ***
DESTIN_SZG01346     1.6048034  0.0464514    34.548  < 2e-16 ***
DESTIN_SZG01347     2.7246662  0.0460522    59.165  < 2e-16 ***
DESTIN_SZG01348     1.3446589  0.0463737    28.996  < 2e-16 ***
DESTIN_SZG01349     2.1386317  0.0462054    46.285  < 2e-16 ***
DESTIN_SZG01350     0.8246982  0.0475734    17.335  < 2e-16 ***
DESTIN_SZG01353     1.6614709  0.0463135    35.874  < 2e-16 ***
DESTIN_SZG01354     0.4723681  0.0473836     9.969  < 2e-16 ***
DESTIN_SZG01355     0.7241020  0.0471845    15.346  < 2e-16 ***
DESTIN_SZG01357     0.2188943  0.0495244     4.420 9.87e-06 ***
DESTIN_SZG01358     2.8329493  0.0460646    61.500  < 2e-16 ***
DESTIN_SZG01359     1.7101108  0.0463725    36.878  < 2e-16 ***
DESTIN_SZG01360     1.5651730  0.0464868    33.669  < 2e-16 ***
DESTIN_SZG01361     1.5727013  0.0467171    33.664  < 2e-16 ***
DESTIN_SZG01362    -0.2566083  0.0543013    -4.726 2.29e-06 ***
DESTIN_SZG01368     0.8614964  0.0467570    18.425  < 2e-16 ***
DESTIN_SZG01369     0.7821592  0.0466961    16.750  < 2e-16 ***
DESTIN_SZG01370     2.3524698  0.0460563    51.078  < 2e-16 ***
DESTIN_SZG01371     1.3476767  0.0465319    28.962  < 2e-16 ***
DESTIN_SZG01372     1.5638796  0.0464319    33.681  < 2e-16 ***
DESTIN_SZG01373    -1.2037586  0.0562252   -21.410  < 2e-16 ***
DESTIN_SZG01374    -0.0739199  0.0480819    -1.537 0.124202    
DESTIN_SZG01375     1.9755966  0.0464679    42.515  < 2e-16 ***
DESTIN_SZG01376     0.5680911  0.0488946    11.619  < 2e-16 ***
DESTIN_SZG01379    -1.2518334  0.0780628   -16.036  < 2e-16 ***
DESTIN_SZG01380     3.4487445  0.0459874    74.993  < 2e-16 ***
DESTIN_SZG01381     3.8788194  0.0459708    84.376  < 2e-16 ***
DESTIN_SZG01382     3.0608681  0.0461164    66.373  < 2e-16 ***
DESTIN_SZG01383     0.1254638  0.0498295     2.518 0.011807 *  
DESTIN_SZG01388     1.4722656  0.0463411    31.770  < 2e-16 ***
DESTIN_SZG01389     1.1281680  0.0464654    24.280  < 2e-16 ***
DESTIN_SZG01390     1.3398140  0.0464071    28.871  < 2e-16 ***
DESTIN_SZG01391     2.1622163  0.0461688    46.833  < 2e-16 ***
DESTIN_SZG01392     1.7115542  0.0475313    36.009  < 2e-16 ***
DESTIN_SZG01393     0.9595219  0.0466905    20.551  < 2e-16 ***
DESTIN_SZG01394     1.3457804  0.0463126    29.059  < 2e-16 ***
DESTIN_SZG01395     1.2020878  0.0464391    25.885  < 2e-16 ***
DESTIN_SZG01396     2.0000886  0.0462032    43.289  < 2e-16 ***
DESTIN_SZG01397     1.1935538  0.0465254    25.654  < 2e-16 ***
DESTIN_SZG01398     0.6906654  0.0479487    14.404  < 2e-16 ***
DESTIN_SZG01400     1.1095093  0.0472216    23.496  < 2e-16 ***
DESTIN_SZG01401     2.8404193  0.0460301    61.708  < 2e-16 ***
DESTIN_SZG01402     2.1588991  0.0462224    46.707  < 2e-16 ***
DESTIN_SZG01404     1.2697948  0.0508185    24.987  < 2e-16 ***
DESTIN_SZG01410     2.3665409  0.0460727    51.365  < 2e-16 ***
DESTIN_SZG01411     1.4495481  0.0464125    31.232  < 2e-16 ***
DESTIN_SZG01412     2.1392740  0.0460957    46.409  < 2e-16 ***
DESTIN_SZG01413     1.7968532  0.0462239    38.873  < 2e-16 ***
DESTIN_SZG01414     1.4818190  0.0462760    32.021  < 2e-16 ***
DESTIN_SZG01415     1.8788801  0.0462215    40.649  < 2e-16 ***
DESTIN_SZG01416     1.4441795  0.0463978    31.126  < 2e-16 ***
DESTIN_SZG01417     1.6925443  0.0462555    36.591  < 2e-16 ***
DESTIN_SZG01418     1.8345341  0.0462474    39.668  < 2e-16 ***
DESTIN_SZG01419     1.2426587  0.0465483    26.696  < 2e-16 ***
DESTIN_SZG01422     1.9179534  0.0463139    41.412  < 2e-16 ***
DESTIN_SZG01423     2.5344174  0.0461895    54.870  < 2e-16 ***
DESTIN_SZG01430     2.1080404  0.0461739    45.654  < 2e-16 ***
DESTIN_SZG01431     2.4891914  0.0460547    54.049  < 2e-16 ***
DESTIN_SZG01432     2.0858204  0.0460964    45.249  < 2e-16 ***
DESTIN_SZG01433     1.5275070  0.0468142    32.629  < 2e-16 ***
DESTIN_SZG01434     2.4234042  0.0460882    52.582  < 2e-16 ***
DESTIN_SZG01435     2.0275727  0.0461478    43.936  < 2e-16 ***
DESTIN_SZG01436     0.6384929  0.0471004    13.556  < 2e-16 ***
DESTIN_SZG01437     1.5089149  0.0463383    32.563  < 2e-16 ***
DESTIN_SZG01438     2.0906372  0.0461031    45.347  < 2e-16 ***
DESTIN_SZG01439     2.7674485  0.0460397    60.110  < 2e-16 ***
DESTIN_SZG01440     2.1411622  0.0463056    46.240  < 2e-16 ***
DESTIN_SZG01442     0.3222404  0.0487701     6.607 3.91e-11 ***
DESTIN_SZG01443     2.1709151  0.0462686    46.920  < 2e-16 ***
DESTIN_SZG01444     3.1581458  0.0462734    68.250  < 2e-16 ***
DESTIN_SZG01452     2.7502217  0.0460268    59.753  < 2e-16 ***
DESTIN_SZG01453     1.9381289  0.0461785    41.970  < 2e-16 ***
DESTIN_SZG01454     0.8013480  0.0472329    16.966  < 2e-16 ***
DESTIN_SZG01455     1.7053555  0.0464301    36.730  < 2e-16 ***
DESTIN_SZG01456     1.8290492  0.0462585    39.540  < 2e-16 ***
DESTIN_SZG01457     2.6424983  0.0461161    57.301  < 2e-16 ***
DESTIN_SZG01458     3.3693803  0.0459809    73.278  < 2e-16 ***
DESTIN_SZG01459     0.9798681  0.0466084    21.023  < 2e-16 ***
DESTIN_SZG01460     2.2062094  0.0461123    47.844  < 2e-16 ***
DESTIN_SZG01461     1.8891690  0.0463633    40.747  < 2e-16 ***
DESTIN_SZG01464     1.6833181  0.0464364    36.250  < 2e-16 ***
DESTIN_SZG01465     1.4891288  0.0470703    31.636  < 2e-16 ***
DESTIN_SZG01472     1.5729762  0.0464484    33.865  < 2e-16 ***
DESTIN_SZG01473     2.5995656  0.0460581    56.441  < 2e-16 ***
DESTIN_SZG01474     2.3820575  0.0460401    51.739  < 2e-16 ***
DESTIN_SZG01475     2.2253316  0.0460951    48.277  < 2e-16 ***
DESTIN_SZG01476     1.3720886  0.0464429    29.544  < 2e-16 ***
DESTIN_SZG01477     3.2822715  0.0459739    71.394  < 2e-16 ***
DESTIN_SZG01478     1.8472341  0.0461910    39.991  < 2e-16 ***
DESTIN_SZG01479     0.9998008  0.0464980    21.502  < 2e-16 ***
DESTIN_SZG01480     3.2934759  0.0459796    71.629  < 2e-16 ***
DESTIN_SZG01481     2.1892746  0.0462751    47.310  < 2e-16 ***
DESTIN_SZG01482     2.7034295  0.0461548    58.573  < 2e-16 ***
DESTIN_SZG01485     0.8683457  0.0475460    18.263  < 2e-16 ***
DESTIN_SZG01494     2.3335394  0.0461087    50.610  < 2e-16 ***
DESTIN_SZG01495     1.3820100  0.0462837    29.860  < 2e-16 ***
DESTIN_SZG01496     2.4306958  0.0460433    52.791  < 2e-16 ***
DESTIN_SZG01497     1.2463517  0.0464674    26.822  < 2e-16 ***
DESTIN_SZG01498     1.6082333  0.0463069    34.730  < 2e-16 ***
DESTIN_SZG01499     2.0654637  0.0461155    44.789  < 2e-16 ***
DESTIN_SZG01500     1.5719311  0.0466554    33.692  < 2e-16 ***
DESTIN_SZG01501     2.3767883  0.0460760    51.584  < 2e-16 ***
DESTIN_SZG01502     2.4345706  0.0461072    52.802  < 2e-16 ***
DESTIN_SZG01506    -1.5814170  0.0778606   -20.311  < 2e-16 ***
DESTIN_SZG01515     1.1190371  0.0479018    23.361  < 2e-16 ***
DESTIN_SZG01516     2.5471864  0.0460405    55.325  < 2e-16 ***
DESTIN_SZG01517     1.7416073  0.0463479    37.577  < 2e-16 ***
DESTIN_SZG01518     1.1001320  0.0465573    23.630  < 2e-16 ***
DESTIN_SZG01519     1.9345861  0.0465642    41.547  < 2e-16 ***
DESTIN_SZG01520     1.7953810  0.0462001    38.861  < 2e-16 ***
DESTIN_SZG01521     1.2510501  0.0464946    26.907  < 2e-16 ***
DESTIN_SZG01522     2.0772704  0.0461560    45.005  < 2e-16 ***
DESTIN_SZG01523     3.4813571  0.0461071    75.506  < 2e-16 ***
DESTIN_SZG01524     0.9532143  0.0473147    20.146  < 2e-16 ***
DESTIN_SZG01527    -0.4046714  0.0540378    -7.489 6.96e-14 ***
DESTIN_SZG01535    -0.5577711  0.0681275    -8.187 2.67e-16 ***
DESTIN_SZG01536    -0.1050466  0.0507386    -2.070 0.038420 *  
DESTIN_SZG01537     1.8125833  0.0462729    39.172  < 2e-16 ***
DESTIN_SZG01538     1.7567012  0.0461838    38.037  < 2e-16 ***
DESTIN_SZG01539     1.9240987  0.0461261    41.714  < 2e-16 ***
DESTIN_SZG01540     1.4361456  0.0462986    31.019  < 2e-16 ***
DESTIN_SZG01541     2.7986556  0.0463487    60.383  < 2e-16 ***
DESTIN_SZG01542     1.1677538  0.0468709    24.914  < 2e-16 ***
DESTIN_SZG01543     0.9109806  0.0525147    17.347  < 2e-16 ***
DESTIN_SZG01544     1.4060056  0.0467557    30.071  < 2e-16 ***
DESTIN_SZG01547     0.7193163  0.0482105    14.920  < 2e-16 ***
DESTIN_SZG01556    -1.2703799  0.0747123   -17.004  < 2e-16 ***
DESTIN_SZG01557     0.4707090  0.0485179     9.702  < 2e-16 ***
DESTIN_SZG01558     2.0198339  0.0475232    42.502  < 2e-16 ***
DESTIN_SZG01559     2.3156882  0.0460678    50.267  < 2e-16 ***
DESTIN_SZG01560     2.4553044  0.0460593    53.307  < 2e-16 ***
DESTIN_SZG01561     1.8746422  0.0463390    40.455  < 2e-16 ***
DESTIN_SZG01562    -0.4006940  0.0488346    -8.205 2.30e-16 ***
DESTIN_SZG01563     0.7215628  0.0467866    15.422  < 2e-16 ***
DESTIN_SZG01564     1.1540723  0.0466111    24.760  < 2e-16 ***
DESTIN_SZG01565     1.9834978  0.0463113    42.830  < 2e-16 ***
DESTIN_SZG01566     0.2536450  0.0486918     5.209 1.90e-07 ***
DESTIN_SZG01567     0.3981579  0.0490368     8.120 4.68e-16 ***
DESTIN_SZG01568     1.0389986  0.0474450    21.899  < 2e-16 ***
DESTIN_SZG01578    -1.7833588  0.1091496   -16.339  < 2e-16 ***
DESTIN_SZG01580    -0.4538527  0.0516322    -8.790  < 2e-16 ***
DESTIN_SZG01581     2.1596144  0.0461390    46.807  < 2e-16 ***
DESTIN_SZG01582     2.2995765  0.0460705    49.914  < 2e-16 ***
DESTIN_SZG01583     1.0384573  0.0500141    20.763  < 2e-16 ***
DESTIN_SZG01584     0.6451575  0.0474340    13.601  < 2e-16 ***
DESTIN_SZG01585     1.4793635  0.0465045    31.811  < 2e-16 ***
DESTIN_SZG01586     2.1054580  0.0461818    45.591  < 2e-16 ***
DESTIN_SZG01589     0.6678879  0.0476425    14.019  < 2e-16 ***
DESTIN_SZG01590     1.1849794  0.0477199    24.832  < 2e-16 ***
DESTIN_SZG01600     1.0861271  0.0479933    22.631  < 2e-16 ***
DESTIN_SZG01601     1.0556853  0.0464424    22.731  < 2e-16 ***
DESTIN_SZG01602     1.6493316  0.0463598    35.577  < 2e-16 ***
DESTIN_SZG01603     2.7123707  0.0460703    58.875  < 2e-16 ***
DESTIN_SZG01604     0.5595764  0.0470185    11.901  < 2e-16 ***
DESTIN_SZG01605     1.6465951  0.0462484    35.603  < 2e-16 ***
DESTIN_SZG01606     1.0440020  0.0477538    21.862  < 2e-16 ***
DESTIN_SZG01607     2.5256285  0.0460965    54.790  < 2e-16 ***
DESTIN_SZG01608     1.7070476  0.0463098    36.862  < 2e-16 ***
DESTIN_SZG01609     2.3299786  0.0461759    50.459  < 2e-16 ***
DESTIN_SZG01610     0.1745590  0.0525187     3.324 0.000888 ***
DESTIN_SZG01622     1.5912538  0.0471274    33.765  < 2e-16 ***
DESTIN_SZG01623     2.0873939  0.0460986    45.281  < 2e-16 ***
DESTIN_SZG01624     2.7410957  0.0460585    59.513  < 2e-16 ***
DESTIN_SZG01625     1.9636481  0.0462363    42.470  < 2e-16 ***
DESTIN_SZG01626     3.6272667  0.0459658    78.912  < 2e-16 ***
DESTIN_SZG01627     0.7495643  0.0467236    16.043  < 2e-16 ***
DESTIN_SZG01628     2.8443749  0.0460364    61.785  < 2e-16 ***
DESTIN_SZG01629     0.1845173  0.0479759     3.846 0.000120 ***
DESTIN_SZG01630     0.7386946  0.0472543    15.632  < 2e-16 ***
DESTIN_SZG01631    -0.0152905  0.0495517    -0.309 0.757644    
DESTIN_SZG01642    -0.8103456  0.0557737   -14.529  < 2e-16 ***
DESTIN_SZG01643     1.6105133  0.0462608    34.814  < 2e-16 ***
DESTIN_SZG01644     1.5661681  0.0465783    33.624  < 2e-16 ***
DESTIN_SZG01645     1.5537784  0.0463154    33.548  < 2e-16 ***
DESTIN_SZG01646     1.8268070  0.0465273    39.263  < 2e-16 ***
DESTIN_SZG01647     1.4939821  0.0462906    32.274  < 2e-16 ***
DESTIN_SZG01648     1.6006409  0.0462561    34.604  < 2e-16 ***
DESTIN_SZG01649     2.3565122  0.0460896    51.129  < 2e-16 ***
DESTIN_SZG01650     1.5562664  0.0464756    33.486  < 2e-16 ***
DESTIN_SZG01664    -2.6948145  0.1249929   -21.560  < 2e-16 ***
DESTIN_SZG01665     2.2506767  0.0460792    48.844  < 2e-16 ***
DESTIN_SZG01666     2.3032649  0.0460786    49.986  < 2e-16 ***
DESTIN_SZG01667     1.0615744  0.0485111    21.883  < 2e-16 ***
DESTIN_SZG01668     1.4211164  0.0463825    30.639  < 2e-16 ***
DESTIN_SZG01670     2.1674790  0.0461234    46.993  < 2e-16 ***
DESTIN_SZG01671     2.0886619  0.0470509    44.392  < 2e-16 ***
DESTIN_SZG01672     1.1557001  0.0473192    24.424  < 2e-16 ***
DESTIN_SZG01684     1.7574110  0.0468284    37.529  < 2e-16 ***
DESTIN_SZG01685     0.9012434  0.0466975    19.300  < 2e-16 ***
DESTIN_SZG01686     1.6517952  0.0462497    35.715  < 2e-16 ***
DESTIN_SZG01687     1.8225488  0.0463830    39.293  < 2e-16 ***
DESTIN_SZG01688     1.3747446  0.0463785    29.642  < 2e-16 ***
DESTIN_SZG01689     0.9001488  0.0468898    19.197  < 2e-16 ***
DESTIN_SZG01690     0.5000259  0.0475657    10.512  < 2e-16 ***
DESTIN_SZG01691     2.4533882  0.0461103    53.207  < 2e-16 ***
DESTIN_SZG01692     0.5637667  0.0478263    11.788  < 2e-16 ***
DESTIN_SZG01706     1.4506676  0.0465158    31.187  < 2e-16 ***
DESTIN_SZG01707     0.8314979  0.0465899    17.847  < 2e-16 ***
DESTIN_SZG01708     1.4133743  0.0463105    30.520  < 2e-16 ***
DESTIN_SZG01709     2.1348249  0.0461321    46.276  < 2e-16 ***
DESTIN_SZG01710     2.0957735  0.0461761    45.387  < 2e-16 ***
DESTIN_SZG01711     3.0424360  0.0460313    66.095  < 2e-16 ***
DESTIN_SZG01712     2.2602732  0.0461011    49.029  < 2e-16 ***
DESTIN_SZG01713     0.0971383  0.0483164     2.010 0.044382 *  
DESTIN_SZG01714     1.5335219  0.0465956    32.911  < 2e-16 ***
DESTIN_SZG01727     2.0137213  0.0462113    43.576  < 2e-16 ***
DESTIN_SZG01728     2.0938293  0.0461187    45.401  < 2e-16 ***
DESTIN_SZG01729     2.1649272  0.0460945    46.967  < 2e-16 ***
DESTIN_SZG01730     1.2715000  0.0466998    27.227  < 2e-16 ***
DESTIN_SZG01731     2.1276725  0.0461834    46.070  < 2e-16 ***
DESTIN_SZG01732     2.0614262  0.0461279    44.689  < 2e-16 ***
DESTIN_SZG01733     1.0954985  0.0465845    23.516  < 2e-16 ***
DESTIN_SZG01734     2.3387401  0.0461439    50.684  < 2e-16 ***
DESTIN_SZG01735     1.6597021  0.0479072    34.644  < 2e-16 ***
DESTIN_SZG01748     1.1236630  0.0467158    24.053  < 2e-16 ***
DESTIN_SZG01749     2.2710284  0.0460716    49.293  < 2e-16 ***
DESTIN_SZG01750     2.2155657  0.0460965    48.064  < 2e-16 ***
DESTIN_SZG01751     1.6381279  0.0463058    35.376  < 2e-16 ***
DESTIN_SZG01753     2.2629591  0.0461167    49.070  < 2e-16 ***
DESTIN_SZG01754     3.4400968  0.0459783    74.820  < 2e-16 ***
DESTIN_SZG01755     2.8722389  0.0460337    62.394  < 2e-16 ***
DESTIN_SZG01756     2.0518634  0.0462234    44.390  < 2e-16 ***
DESTIN_SZG01757     0.5110934  0.0507750    10.066  < 2e-16 ***
DESTIN_SZG01769     1.5485647  0.0463372    33.419  < 2e-16 ***
DESTIN_SZG01770     1.3224322  0.0463829    28.511  < 2e-16 ***
DESTIN_SZG01771     2.3223663  0.0461576    50.314  < 2e-16 ***
DESTIN_SZG01772     2.6426823  0.0463947    56.961  < 2e-16 ***
DESTIN_SZG01774     1.5487589  0.0464096    33.372  < 2e-16 ***
DESTIN_SZG01775     1.2214452  0.0465656    26.231  < 2e-16 ***
DESTIN_SZG01776     3.5075222  0.0459822    76.280  < 2e-16 ***
DESTIN_SZG01777     1.7149699  0.0463991    36.961  < 2e-16 ***
DESTIN_SZG01778     0.7930846  0.0503368    15.756  < 2e-16 ***
DESTIN_SZG01790     2.2955909  0.0461613    49.730  < 2e-16 ***
DESTIN_SZG01791     1.7873662  0.0462580    38.639  < 2e-16 ***
DESTIN_SZG01792     1.9294145  0.0464173    41.567  < 2e-16 ***
DESTIN_SZG01793     1.8258001  0.0462413    39.484  < 2e-16 ***
DESTIN_SZG01794     2.9641595  0.0464567    63.805  < 2e-16 ***
DESTIN_SZG01795    -0.1319816  0.0506467    -2.606 0.009163 ** 
DESTIN_SZG01796     2.1861839  0.0462124    47.307  < 2e-16 ***
DESTIN_SZG01797     1.8844397  0.0462185    40.772  < 2e-16 ***
DESTIN_SZG01798     2.2727506  0.0461842    49.211  < 2e-16 ***
DESTIN_SZG01799     1.2730731  0.0467634    27.224  < 2e-16 ***
DESTIN_SZG01800    -0.3553592  0.0679873    -5.227 1.72e-07 ***
DESTIN_SZG01811     1.3818752  0.0464931    29.722  < 2e-16 ***
DESTIN_SZG01812     2.6820078  0.0460230    58.275  < 2e-16 ***
DESTIN_SZG01813     2.8253148  0.0460174    61.397  < 2e-16 ***
DESTIN_SZG01817     0.7681146  0.0473819    16.211  < 2e-16 ***
DESTIN_SZG01818     1.7786916  0.0462873    38.427  < 2e-16 ***
DESTIN_SZG01819     3.5057619  0.0459849    76.237  < 2e-16 ***
DESTIN_SZG01820    -1.1237192  0.0615661   -18.252  < 2e-16 ***
DESTIN_SZG01832     2.6454143  0.0460854    57.402  < 2e-16 ***
DESTIN_SZG01833     1.3313457  0.0464058    28.689  < 2e-16 ***
DESTIN_SZG01834     1.2902059  0.0463803    27.818  < 2e-16 ***
DESTIN_SZG01835     1.4166643  0.0464899    30.472  < 2e-16 ***
DESTIN_SZG01837     1.5406458  0.0478962    32.166  < 2e-16 ***
DESTIN_SZG01839     0.8738792  0.0472982    18.476  < 2e-16 ***
DESTIN_SZG01840     3.3559223  0.0460065    72.944  < 2e-16 ***
DESTIN_SZG01841     0.2066369  0.0509775     4.053 5.05e-05 ***
DESTIN_SZG01842     1.4343293  0.0480855    29.829  < 2e-16 ***
DESTIN_SZG01853     1.6282505  0.0462626    35.196  < 2e-16 ***
DESTIN_SZG01854     1.9479472  0.0461682    42.192  < 2e-16 ***
DESTIN_SZG01855     2.3878220  0.0461202    51.774  < 2e-16 ***
DESTIN_SZG01858     2.0145778  0.0466689    43.167  < 2e-16 ***
DESTIN_SZG01860     1.6512931  0.0492419    33.534  < 2e-16 ***
DESTIN_SZG01861     2.0284724  0.0463165    43.796  < 2e-16 ***
DESTIN_SZG01874     1.3322994  0.0468187    28.457  < 2e-16 ***
DESTIN_SZG01875    -0.1925114  0.0499196    -3.856 0.000115 ***
DESTIN_SZG01876     0.8288273  0.0507131    16.343  < 2e-16 ***
DESTIN_SZG01877     2.1588613  0.0461557    46.773  < 2e-16 ***
DESTIN_SZG01880     0.9705487  0.0479632    20.235  < 2e-16 ***
DESTIN_SZG01882     2.0434475  0.0463190    44.117  < 2e-16 ***
DESTIN_SZG01883     1.0481223  0.0496985    21.090  < 2e-16 ***
DESTIN_SZG01895     1.8660174  0.0462218    40.371  < 2e-16 ***
DESTIN_SZG01896     1.2102623  0.0465464    26.001  < 2e-16 ***
DESTIN_SZG01897     0.7814549  0.0473422    16.507  < 2e-16 ***
DESTIN_SZG01898     0.1864161  0.0516866     3.607 0.000310 ***
DESTIN_SZG01901     1.1212518  0.0504302    22.234  < 2e-16 ***
DESTIN_SZG01903     0.5815580  0.0489092    11.891  < 2e-16 ***
DESTIN_SZG01917     0.9805960  0.0467162    20.991  < 2e-16 ***
DESTIN_SZG01918     2.6200283  0.0463061    56.581  < 2e-16 ***
DESTIN_SZG01919     2.4883171  0.0461243    53.948  < 2e-16 ***
DESTIN_SZG01922     1.6113128  0.0470062    34.279  < 2e-16 ***
DESTIN_SZG01924     0.6098092  0.0495242    12.313  < 2e-16 ***
DESTIN_SZG01937     1.3845722  0.0465181    29.764  < 2e-16 ***
DESTIN_SZG01938     2.4283772  0.0461117    52.663  < 2e-16 ***
DESTIN_SZG01939     1.5501659  0.0465936    33.270  < 2e-16 ***
DESTIN_SZG01942     0.2516837  0.0500309     5.031 4.89e-07 ***
DESTIN_SZG01959     1.1434710  0.0467990    24.434  < 2e-16 ***
DESTIN_SZG01960     3.5820921  0.0459681    77.926  < 2e-16 ***
DESTIN_SZG01961     1.1144821  0.0469650    23.730  < 2e-16 ***
DESTIN_SZG01962     1.9660521  0.0463051    42.459  < 2e-16 ***
DESTIN_SZG01964     2.5293609  0.0472307    53.553  < 2e-16 ***
DESTIN_SZG01979     1.3640878  0.0466668    29.230  < 2e-16 ***
DESTIN_SZG01980     1.5636623  0.0463694    33.722  < 2e-16 ***
DESTIN_SZG01981     1.5890908  0.0464620    34.202  < 2e-16 ***
DESTIN_SZG01982     2.1917282  0.0464386    47.196  < 2e-16 ***
DESTIN_SZG01983     1.9790472  0.0463034    42.741  < 2e-16 ***
DESTIN_SZG01984     1.7750855  0.0463201    38.322  < 2e-16 ***
DESTIN_SZG01985     2.2343465  0.0462445    48.316  < 2e-16 ***
DESTIN_SZG02001     1.5353025  0.0463640    33.114  < 2e-16 ***
DESTIN_SZG02002     1.8959099  0.0461647    41.068  < 2e-16 ***
DESTIN_SZG02003     2.5404165  0.0461011    55.105  < 2e-16 ***
DESTIN_SZG02004     2.8656282  0.0460861    62.180  < 2e-16 ***
DESTIN_SZG02005     1.6853066  0.0463245    36.380  < 2e-16 ***
DESTIN_SZG02006     2.7681509  0.0461183    60.023  < 2e-16 ***
DESTIN_SZG02007    -0.3302161  0.0537790    -6.140 8.24e-10 ***
DESTIN_SZG02022     2.2106088  0.0463297    47.715  < 2e-16 ***
DESTIN_SZG02023     2.2887200  0.0461385    49.605  < 2e-16 ***
DESTIN_SZG02024     2.6447562  0.0460647    57.414  < 2e-16 ***
DESTIN_SZG02025     1.6100866  0.0463491    34.738  < 2e-16 ***
DESTIN_SZG02026     0.9051906  0.0472483    19.158  < 2e-16 ***
DESTIN_SZG02027     2.5731498  0.0461078    55.807  < 2e-16 ***
DESTIN_SZG02043     0.7607681  0.0471520    16.134  < 2e-16 ***
DESTIN_SZG02044     1.5617725  0.0463084    33.725  < 2e-16 ***
DESTIN_SZG02045     1.2706246  0.0474216    26.794  < 2e-16 ***
DESTIN_SZG02046     2.7264912  0.0460380    59.223  < 2e-16 ***
DESTIN_SZG02047     1.0285572  0.0467678    21.993  < 2e-16 ***
DESTIN_SZG02048     1.1823531  0.0466374    25.352  < 2e-16 ***
DESTIN_SZG02049    -0.5367127  0.0533691   -10.057  < 2e-16 ***
DESTIN_SZG02064     1.4671903  0.0464592    31.580  < 2e-16 ***
DESTIN_SZG02065     1.2471617  0.0465325    26.802  < 2e-16 ***
DESTIN_SZG02066    -0.2408228  0.0555115    -4.338 1.44e-05 ***
DESTIN_SZG02067     3.9872006  0.0459559    86.762  < 2e-16 ***
DESTIN_SZG02068     1.2126516  0.0475477    25.504  < 2e-16 ***
DESTIN_SZG02069     1.3778277  0.0466042    29.564  < 2e-16 ***
DESTIN_SZG02085     1.4515079  0.0465559    31.178  < 2e-16 ***
DESTIN_SZG02086     2.7692124  0.0460467    60.139  < 2e-16 ***
DESTIN_SZG02087     2.5932840  0.0460712    56.289  < 2e-16 ***
DESTIN_SZG02088     1.7627709  0.0462443    38.119  < 2e-16 ***
DESTIN_SZG02089     1.4340525  0.0467671    30.664  < 2e-16 ***
DESTIN_SZG02090     3.6363541  0.0459738    79.096  < 2e-16 ***
DESTIN_SZG02091    -0.8393008  0.0768895   -10.916  < 2e-16 ***
DESTIN_SZG02105     0.7591095  0.0882705     8.600  < 2e-16 ***
DESTIN_SZG02106     0.0715193  0.0483186     1.480 0.138830    
DESTIN_SZG02107     2.6942542  0.0460509    58.506  < 2e-16 ***
DESTIN_SZG02108     2.5051049  0.0461267    54.309  < 2e-16 ***
DESTIN_SZG02109     1.5658913  0.0463412    33.790  < 2e-16 ***
DESTIN_SZG02110     0.9182948  0.0473931    19.376  < 2e-16 ***
DESTIN_SZG02111    -0.0443847  0.0564254    -0.787 0.431511    
DESTIN_SZG02128     1.5103823  0.0467948    32.277  < 2e-16 ***
DESTIN_SZG02129     1.0759731  0.0469280    22.928  < 2e-16 ***
DESTIN_SZG02130     1.8119677  0.0462102    39.211  < 2e-16 ***
DESTIN_SZG02131     1.8124762  0.0464601    39.011  < 2e-16 ***
DESTIN_SZG02132     1.5489941  0.0464714    33.332  < 2e-16 ***
DESTIN_SZG02148     0.8759413  0.0480099    18.245  < 2e-16 ***
DESTIN_SZG02149     0.8801179  0.0471352    18.672  < 2e-16 ***
DESTIN_SZG02150     1.2906973  0.0465696    27.715  < 2e-16 ***
DESTIN_SZG02151     3.0710337  0.0460034    66.757  < 2e-16 ***
DESTIN_SZG02152     2.2064826  0.0461848    47.775  < 2e-16 ***
DESTIN_SZG02153     0.9321715  0.0472269    19.738  < 2e-16 ***
DESTIN_SZG02171     2.0192251  0.0462093    43.697  < 2e-16 ***
DESTIN_SZG02172     0.7552380  0.0472511    15.984  < 2e-16 ***
DESTIN_SZG02173     1.2706800  0.0464827    27.337  < 2e-16 ***
DESTIN_SZG02174     1.7197503  0.0463998    37.064  < 2e-16 ***
DESTIN_SZG02191     2.0493085  0.0464786    44.091  < 2e-16 ***
DESTIN_SZG02192     0.9108841  0.0471061    19.337  < 2e-16 ***
DESTIN_SZG02193     1.8120788  0.0462981    39.139  < 2e-16 ***
DESTIN_SZG02194     1.7856941  0.0462647    38.597  < 2e-16 ***
DESTIN_SZG02195     0.4324127  0.0570313     7.582 3.40e-14 ***
DESTIN_SZG02212     2.0283735  0.0477718    42.460  < 2e-16 ***
DESTIN_SZG02213     1.8467219  0.0466031    39.627  < 2e-16 ***
DESTIN_SZG02214     2.5523168  0.0464061    55.000  < 2e-16 ***
DESTIN_SZG02215     1.0508306  0.0468161    22.446  < 2e-16 ***
DESTIN_SZG02216     2.0491141  0.0462777    44.279  < 2e-16 ***
DESTIN_SZG02233     2.6617484  0.0469041    56.749  < 2e-16 ***
DESTIN_SZG02234     2.8119020  0.0466016    60.339  < 2e-16 ***
DESTIN_SZG02235     1.7074972  0.0467713    36.507  < 2e-16 ***
DESTIN_SZG02236     0.5484730  0.0478330    11.466  < 2e-16 ***
DESTIN_SZG02237     1.3506491  0.0473056    28.552  < 2e-16 ***
DESTIN_SZG02256     1.5048716  0.0475694    31.635  < 2e-16 ***
DESTIN_SZG02257    -0.6707192  0.0526871   -12.730  < 2e-16 ***
DESTIN_SZG02258     1.4310736  0.0464890    30.783  < 2e-16 ***
DESTIN_SZG02259     2.3074693  0.0469878    49.108  < 2e-16 ***
DESTIN_SZG02277     0.7583040  0.0520502    14.569  < 2e-16 ***
DESTIN_SZG02278     0.6483766  0.0484819    13.374  < 2e-16 ***
DESTIN_SZG02279     1.5165674  0.0464811    32.628  < 2e-16 ***
DESTIN_SZG02280    -0.1505871  0.0557827    -2.700 0.006944 ** 
DESTIN_SZG02297     1.0256245  0.0486111    21.099  < 2e-16 ***
DESTIN_SZG02300     0.3761513  0.0499671     7.528 5.15e-14 ***
DESTIN_SZG02301     1.1077132  0.0469338    23.602  < 2e-16 ***
DESTIN_SZG02318     3.1919818  0.0462364    69.036  < 2e-16 ***
DESTIN_SZG02319     3.0850148  0.0461793    66.805  < 2e-16 ***
DESTIN_SZG02322     1.5661154  0.0468444    33.432  < 2e-16 ***
DESTIN_SZG02337     1.9389009  0.0484647    40.006  < 2e-16 ***
DESTIN_SZG02341     3.2877401  0.0461622    71.222  < 2e-16 ***
DESTIN_SZG02343     0.6851372  0.0476141    14.389  < 2e-16 ***
DESTIN_SZG02361     2.0896982  0.0467169    44.731  < 2e-16 ***
DESTIN_SZG02364    -0.5861898  0.0546035   -10.735  < 2e-16 ***
DESTIN_SZG02379     1.0121924  0.0522795    19.361  < 2e-16 ***
DESTIN_SZG02384     2.6727215  0.0463727    57.636  < 2e-16 ***
DESTIN_SZG02405     3.0588119  0.0461475    66.283  < 2e-16 ***
DESTIN_SZG02406    -0.0017748  0.0517640    -0.034 0.972649    
DESTIN_SZG02426     2.3959588  0.0472036    50.758  < 2e-16 ***
DESTIN_SZG02427     2.6393275  0.0463818    56.904  < 2e-16 ***
DESTIN_SZG02505     2.6106627  0.0493630    52.887  < 2e-16 ***
log(BIZ_COUNT)             NA         NA        NA       NA    
log(FnB_COUNT)             NA         NA        NA       NA    
log(FINSERV_COUNT)         NA         NA        NA       NA    
log(BUSSTOP_COUNT)         NA         NA        NA       NA    
log(TEXIT_COUNT)           NA         NA        NA       NA    
log(HDB_COUNT)             NA         NA        NA       NA    
log(dist)          -1.4595199  0.0002585 -5646.386  < 2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

(Dispersion parameter for poisson family taken to be 1)

    Null deviance: 98771330  on 65139  degrees of freedom
Residual deviance: 44551513  on 64321  degrees of freedom
AIC: 44911352

Number of Fisher Scoring iterations: 8

We can examine how the constraints hold for destinations this time.

CalcRSquared(decSIM$data$MORNING_PEAK, decSIM$fitted.values)
[1] 0.3445492

Doubly constrained

In this section, we will fit a doubly constrained SIM by using the code chunk below.

dbcSIM <- glm(formula = MORNING_PEAK ~ 
                ORIGIN_SZ + 
                DESTIN_SZ + 
                log(dist),
              family = poisson(link = "log"),
              data = SIM_data,
              na.action = na.exclude)
summary(dbcSIM)

Call:
glm(formula = MORNING_PEAK ~ ORIGIN_SZ + DESTIN_SZ + log(dist), 
    family = poisson(link = "log"), data = SIM_data, na.action = na.exclude)

Coefficients:
                  Estimate Std. Error   z value Pr(>|z|)    
(Intercept)     15.4942090  0.1103022   140.471  < 2e-16 ***
ORIGIN_SZG00044 -2.2261649  0.1714014   -12.988  < 2e-16 ***
ORIGIN_SZG00046 -0.9391965  0.1331280    -7.055 1.73e-12 ***
ORIGIN_SZG00066 -1.6333096  0.1603154   -10.188  < 2e-16 ***
ORIGIN_SZG00067  1.2322059  0.1029843    11.965  < 2e-16 ***
ORIGIN_SZG00068 -1.6039500  0.1639164    -9.785  < 2e-16 ***
ORIGIN_SZG00086 -0.9148277  0.1229765    -7.439 1.01e-13 ***
ORIGIN_SZG00087 -0.1331171  0.1293397    -1.029 0.303383    
ORIGIN_SZG00088  1.8650144  0.1015745    18.361  < 2e-16 ***
ORIGIN_SZG00089  0.3037941  0.1122312     2.707 0.006792 ** 
ORIGIN_SZG00090  0.4332718  0.1664561     2.603 0.009243 ** 
ORIGIN_SZG00109 -0.0501938  0.1414406    -0.355 0.722683    
ORIGIN_SZG00110  0.2439160  0.1236881     1.972 0.048607 *  
ORIGIN_SZG00111  3.6693504  0.1012040    36.257  < 2e-16 ***
ORIGIN_SZG00112 -0.4720571  0.1191661    -3.961 7.45e-05 ***
ORIGIN_SZG00128  2.8173803  0.1045258    26.954  < 2e-16 ***
ORIGIN_SZG00129 -0.2095342  0.2144718    -0.977 0.328580    
ORIGIN_SZG00130 -0.0932297  0.1172665    -0.795 0.426599    
ORIGIN_SZG00131  0.0548677  0.1065627     0.515 0.606632    
ORIGIN_SZG00132 -0.1650509  0.1112830    -1.483 0.138031    
ORIGIN_SZG00133  0.6478961  0.1070772     6.051 1.44e-09 ***
ORIGIN_SZG00134  3.5920244  0.1037597    34.619  < 2e-16 ***
ORIGIN_SZG00150  3.7030609  0.1024235    36.154  < 2e-16 ***
ORIGIN_SZG00151  0.7121524  0.1164906     6.113 9.75e-10 ***
ORIGIN_SZG00152  0.1702301  0.1294176     1.315 0.188391    
ORIGIN_SZG00153  0.9277519  0.1088952     8.520  < 2e-16 ***
ORIGIN_SZG00154  3.5888818  0.1005865    35.680  < 2e-16 ***
ORIGIN_SZG00155  0.7950126  0.1054865     7.537 4.82e-14 ***
ORIGIN_SZG00156  1.6997660  0.1076343    15.792  < 2e-16 ***
ORIGIN_SZG00172  1.7857644  0.1262030    14.150  < 2e-16 ***
ORIGIN_SZG00174  0.6816211  0.1108080     6.151 7.68e-10 ***
ORIGIN_SZG00175  3.4584193  0.1009408    34.262  < 2e-16 ***
ORIGIN_SZG00176  4.3716371  0.1004260    43.531  < 2e-16 ***
ORIGIN_SZG00195 -0.5653621  0.1291233    -4.378 1.20e-05 ***
ORIGIN_SZG00196  0.3829824  0.1088526     3.518 0.000434 ***
ORIGIN_SZG00197 -0.1734698  0.1488434    -1.165 0.243836    
ORIGIN_SZG00215  0.7152806  0.1300940     5.498 3.84e-08 ***
ORIGIN_SZG00216  4.8326685  0.1006133    48.032  < 2e-16 ***
ORIGIN_SZG00217  2.0536397  0.1024824    20.039  < 2e-16 ***
ORIGIN_SZG00237 -0.7852855  0.1857893    -4.227 2.37e-05 ***
ORIGIN_SZG00238  0.8727845  0.1126938     7.745 9.58e-15 ***
ORIGIN_SZG00239  0.1656299  0.1874028     0.884 0.376795    
ORIGIN_SZG00257 -0.2848797  0.1155207    -2.466 0.013661 *  
ORIGIN_SZG00258  1.6611126  0.1040811    15.960  < 2e-16 ***
ORIGIN_SZG00259  1.0011388  0.1082591     9.248  < 2e-16 ***
ORIGIN_SZG00278  0.4728009  0.1078236     4.385 1.16e-05 ***
ORIGIN_SZG00279  0.1461150  0.1093553     1.336 0.181501    
ORIGIN_SZG00280  0.7239146  0.1101490     6.572 4.96e-11 ***
ORIGIN_SZG00298 -2.9826533  0.3484528    -8.560  < 2e-16 ***
ORIGIN_SZG00299 -0.3403259  0.1122081    -3.033 0.002421 ** 
ORIGIN_SZG00300  3.6162468  0.1008458    35.859  < 2e-16 ***
ORIGIN_SZG00320 -1.1529101  0.1191018    -9.680  < 2e-16 ***
ORIGIN_SZG00321  0.8854067  0.1233891     7.176 7.19e-13 ***
ORIGIN_SZG00322  1.4506023  0.1107550    13.097  < 2e-16 ***
ORIGIN_SZG00340  1.2379446  0.1043173    11.867  < 2e-16 ***
ORIGIN_SZG00341 -0.4339660  0.1098381    -3.951 7.78e-05 ***
ORIGIN_SZG00342  0.7915909  0.1086123     7.288 3.14e-13 ***
ORIGIN_SZG00363  0.9180813  0.1071693     8.567  < 2e-16 ***
ORIGIN_SZG00364  1.7132673  0.1039538    16.481  < 2e-16 ***
ORIGIN_SZG00383  0.6494891  0.1052656     6.170 6.83e-10 ***
ORIGIN_SZG00384 -0.0679253  0.1131947    -0.600 0.548456    
ORIGIN_SZG00385  1.1744545  0.1105927    10.620  < 2e-16 ***
ORIGIN_SZG00404  1.4131898  0.1062469    13.301  < 2e-16 ***
ORIGIN_SZG00405 -0.0003367  0.1116602    -0.003 0.997594    
ORIGIN_SZG00406  5.5525520  0.1004899    55.255  < 2e-16 ***
ORIGIN_SZG00407  1.5048962  0.1103105    13.642  < 2e-16 ***
ORIGIN_SZG00408  2.2741472  0.1030831    22.061  < 2e-16 ***
ORIGIN_SZG00425 -1.1069089  0.1337216    -8.278  < 2e-16 ***
ORIGIN_SZG00426  0.8811736  0.1047303     8.414  < 2e-16 ***
ORIGIN_SZG00427  0.7188642  0.1065115     6.749 1.49e-11 ***
ORIGIN_SZG00428  0.4585322  0.1271503     3.606 0.000311 ***
ORIGIN_SZG00429  1.5170898  0.1030662    14.720  < 2e-16 ***
ORIGIN_SZG00446  0.3995715  0.1166063     3.427 0.000611 ***
ORIGIN_SZG00447  0.0396371  0.1099247     0.361 0.718410    
ORIGIN_SZG00448  1.4076206  0.1042769    13.499  < 2e-16 ***
ORIGIN_SZG00449  4.7171668  0.1006893    46.849  < 2e-16 ***
ORIGIN_SZG00450  1.5420782  0.1024164    15.057  < 2e-16 ***
ORIGIN_SZG00468  1.6620068  0.1042315    15.945  < 2e-16 ***
ORIGIN_SZG00469  2.3395126  0.1019933    22.938  < 2e-16 ***
ORIGIN_SZG00470  4.7027682  0.1006175    46.739  < 2e-16 ***
ORIGIN_SZG00471  2.5396738  0.1018140    24.944  < 2e-16 ***
ORIGIN_SZG00488  0.1886708  0.1158543     1.629 0.103415    
ORIGIN_SZG00489 -1.3977461  0.2695129    -5.186 2.15e-07 ***
ORIGIN_SZG00490  3.2397857  0.1011340    32.035  < 2e-16 ***
ORIGIN_SZG00491  3.7271659  0.1007717    36.986  < 2e-16 ***
ORIGIN_SZG00493 -0.9359380  0.1713299    -5.463 4.69e-08 ***
ORIGIN_SZG00494  1.0467349  0.1165886     8.978  < 2e-16 ***
ORIGIN_SZG00509  0.3275382  0.1061067     3.087 0.002023 ** 
ORIGIN_SZG00510  0.9203041  0.1035195     8.890  < 2e-16 ***
ORIGIN_SZG00511  2.6551949  0.1010501    26.276  < 2e-16 ***
ORIGIN_SZG00512  5.2569915  0.1005496    52.283  < 2e-16 ***
ORIGIN_SZG00513  1.8380375  0.1033583    17.783  < 2e-16 ***
ORIGIN_SZG00514  1.6921683  0.1070905    15.801  < 2e-16 ***
ORIGIN_SZG00515  0.1442498  0.1703974     0.847 0.397247    
ORIGIN_SZG00530 -0.7243171  0.1290900    -5.611 2.01e-08 ***
ORIGIN_SZG00531  1.4649529  0.1026016    14.278  < 2e-16 ***
ORIGIN_SZG00532  1.1321610  0.1030966    10.982  < 2e-16 ***
ORIGIN_SZG00533  4.9659337  0.1005495    49.388  < 2e-16 ***
ORIGIN_SZG00534  5.5441306  0.1005663    55.129  < 2e-16 ***
ORIGIN_SZG00536  2.2556561  0.1036769    21.757  < 2e-16 ***
ORIGIN_SZG00537  0.2416097  0.1703028     1.419 0.155985    
ORIGIN_SZG00538  0.1618825  0.2276365     0.711 0.476995    
ORIGIN_SZG00539 -1.0001450  0.5868826    -1.704 0.088350 .  
ORIGIN_SZG00551 -0.7287037  0.1141513    -6.384 1.73e-10 ***
ORIGIN_SZG00552  1.7703811  0.1070876    16.532  < 2e-16 ***
ORIGIN_SZG00553  1.2627395  0.1022665    12.348  < 2e-16 ***
ORIGIN_SZG00554  4.8703944  0.1005596    48.433  < 2e-16 ***
ORIGIN_SZG00555  4.2979333  0.1007491    42.660  < 2e-16 ***
ORIGIN_SZG00559  0.7700466  0.1374366     5.603 2.11e-08 ***
ORIGIN_SZG00560  3.1402743  0.1112643    28.224  < 2e-16 ***
ORIGIN_SZG00572 -1.9278363  0.2454531    -7.854 4.02e-15 ***
ORIGIN_SZG00573 -0.2029375  0.1095985    -1.852 0.064077 .  
ORIGIN_SZG00574  1.3123306  0.1067832    12.290  < 2e-16 ***
ORIGIN_SZG00575  5.9738460  0.1005239    59.427  < 2e-16 ***
ORIGIN_SZG00576  4.5204334  0.1006213    44.925  < 2e-16 ***
ORIGIN_SZG00578 -0.2018923  0.1470308    -1.373 0.169712    
ORIGIN_SZG00582  0.1228583  0.1471102     0.835 0.403636    
ORIGIN_SZG00583 -0.0166328  0.2208708    -0.075 0.939972    
ORIGIN_SZG00584  3.3493055  0.1148029    29.174  < 2e-16 ***
ORIGIN_SZG00593  1.1378569  0.1120740    10.153  < 2e-16 ***
ORIGIN_SZG00594  0.9422287  0.1038451     9.073  < 2e-16 ***
ORIGIN_SZG00595  1.1481337  0.1024266    11.209  < 2e-16 ***
ORIGIN_SZG00596  4.2675466  0.1005919    42.424  < 2e-16 ***
ORIGIN_SZG00597  1.4906151  0.1164873    12.796  < 2e-16 ***
ORIGIN_SZG00603  0.7593388  0.1482793     5.121 3.04e-07 ***
ORIGIN_SZG00604 -1.0145959  0.2862761    -3.544 0.000394 ***
ORIGIN_SZG00615 -0.2814000  0.1097136    -2.565 0.010322 *  
ORIGIN_SZG00616  0.8461527  0.1046263     8.087 6.10e-16 ***
ORIGIN_SZG00617  1.6794348  0.1019926    16.466  < 2e-16 ***
ORIGIN_SZG00618  4.9327663  0.1005746    49.046  < 2e-16 ***
ORIGIN_SZG00620  1.9811727  0.1056358    18.755  < 2e-16 ***
ORIGIN_SZG00637  0.5563318  0.1078849     5.157 2.51e-07 ***
ORIGIN_SZG00638  4.4033437  0.1005901    43.775  < 2e-16 ***
ORIGIN_SZG00657  2.2696835  0.1018305    22.289  < 2e-16 ***
ORIGIN_SZG00658  3.7323019  0.1007093    37.060  < 2e-16 ***
ORIGIN_SZG00659  3.9545616  0.1006506    39.290  < 2e-16 ***
ORIGIN_SZG00660  5.1271607  0.1005604    50.986  < 2e-16 ***
ORIGIN_SZG00662  5.0414772  0.1007991    50.015  < 2e-16 ***
ORIGIN_SZG00677  2.1684454  0.1030260    21.048  < 2e-16 ***
ORIGIN_SZG00678  0.0845926  0.1095712     0.772 0.440095    
ORIGIN_SZG00679  4.9604070  0.1005732    49.321  < 2e-16 ***
ORIGIN_SZG00680  5.2101281  0.1005711    51.805  < 2e-16 ***
ORIGIN_SZG00681  3.9174221  0.1008596    38.840  < 2e-16 ***
ORIGIN_SZG00699  1.7055648  0.1029158    16.572  < 2e-16 ***
ORIGIN_SZG00700  3.9039968  0.1006914    38.772  < 2e-16 ***
ORIGIN_SZG00701  3.8156223  0.1006949    37.893  < 2e-16 ***
ORIGIN_SZG00702  4.9258333  0.1005684    48.980  < 2e-16 ***
ORIGIN_SZG00704  1.9681949  0.1054923    18.657  < 2e-16 ***
ORIGIN_SZG00722  1.7613477  0.1020852    17.254  < 2e-16 ***
ORIGIN_SZG00725  1.2662960  0.1095636    11.558  < 2e-16 ***
ORIGIN_SZG00741  2.1878381  0.1018608    21.479  < 2e-16 ***
ORIGIN_SZG00743  2.4482198  0.1012555    24.179  < 2e-16 ***
ORIGIN_SZG00744  4.5108606  0.1006059    44.837  < 2e-16 ***
ORIGIN_SZG00761  1.6449142  0.1041596    15.792  < 2e-16 ***
ORIGIN_SZG00762  3.6988897  0.1007665    36.708  < 2e-16 ***
ORIGIN_SZG00763  0.8957865  0.1042256     8.595  < 2e-16 ***
ORIGIN_SZG00764  5.0120561  0.1005672    49.838  < 2e-16 ***
ORIGIN_SZG00765  3.9739889  0.1008402    39.409  < 2e-16 ***
ORIGIN_SZG00767  6.0308148  0.1005877    59.956  < 2e-16 ***
ORIGIN_SZG00772  0.7915610  0.1238393     6.392 1.64e-10 ***
ORIGIN_SZG00784  1.0636164  0.1032117    10.305  < 2e-16 ***
ORIGIN_SZG00785  4.0946407  0.1006039    40.701  < 2e-16 ***
ORIGIN_SZG00786  3.8363878  0.1006878    38.102  < 2e-16 ***
ORIGIN_SZG00787  4.4563453  0.1007697    44.223  < 2e-16 ***
ORIGIN_SZG00788  5.2675152  0.1006591    52.330  < 2e-16 ***
ORIGIN_SZG00789  3.6692953  0.1010627    36.307  < 2e-16 ***
ORIGIN_SZG00803  0.1119448  0.1117774     1.001 0.316586    
ORIGIN_SZG00804  4.7324048  0.1006013    47.041  < 2e-16 ***
ORIGIN_SZG00805  4.7216773  0.1005703    46.949  < 2e-16 ***
ORIGIN_SZG00806  4.4270158  0.1006022    44.005  < 2e-16 ***
ORIGIN_SZG00807  5.3494347  0.1006093    53.170  < 2e-16 ***
ORIGIN_SZG00808  3.6632271  0.1011000    36.234  < 2e-16 ***
ORIGIN_SZG00809  5.4114102  0.1005779    53.803  < 2e-16 ***
ORIGIN_SZG00810  4.7106516  0.1006824    46.787  < 2e-16 ***
ORIGIN_SZG00814  2.5813746  0.1043762    24.731  < 2e-16 ***
ORIGIN_SZG00819  3.7573726  0.1023103    36.725  < 2e-16 ***
ORIGIN_SZG00824  0.7845824  0.1076410     7.289 3.13e-13 ***
ORIGIN_SZG00826  2.3939989  0.1010036    23.702  < 2e-16 ***
ORIGIN_SZG00827  4.3843128  0.1005879    43.587  < 2e-16 ***
ORIGIN_SZG00828  4.7832152  0.1005804    47.556  < 2e-16 ***
ORIGIN_SZG00829  4.8453948  0.1006168    48.157  < 2e-16 ***
ORIGIN_SZG00830  5.0537742  0.1006507    50.211  < 2e-16 ***
ORIGIN_SZG00831  5.9455710  0.1005600    59.125  < 2e-16 ***
ORIGIN_SZG00832  5.1437219  0.1007245    51.067  < 2e-16 ***
ORIGIN_SZG00835  2.1093464  0.1048150    20.124  < 2e-16 ***
ORIGIN_SZG00844 -0.4288131  0.1272128    -3.371 0.000749 ***
ORIGIN_SZG00846  3.8496208  0.1006479    38.248  < 2e-16 ***
ORIGIN_SZG00847  2.9208313  0.1009016    28.947  < 2e-16 ***
ORIGIN_SZG00848  4.1675120  0.1006243    41.417  < 2e-16 ***
ORIGIN_SZG00849  3.3630412  0.1008133    33.359  < 2e-16 ***
ORIGIN_SZG00850  4.3381665  0.1006588    43.098  < 2e-16 ***
ORIGIN_SZG00851  4.8468264  0.1006018    48.178  < 2e-16 ***
ORIGIN_SZG00852  4.4104691  0.1007084    43.794  < 2e-16 ***
ORIGIN_SZG00853  6.3587745  0.1006147    63.199  < 2e-16 ***
ORIGIN_SZG00854  2.6271052  0.1038396    25.300  < 2e-16 ***
ORIGIN_SZG00855  1.2641323  0.1095569    11.539  < 2e-16 ***
ORIGIN_SZG00856  3.0379069  0.1022061    29.723  < 2e-16 ***
ORIGIN_SZG00866  1.2864716  0.1054809    12.196  < 2e-16 ***
ORIGIN_SZG00867  2.5970476  0.1012045    25.661  < 2e-16 ***
ORIGIN_SZG00868  1.8559576  0.1020438    18.188  < 2e-16 ***
ORIGIN_SZG00869  4.5150874  0.1006889    44.842  < 2e-16 ***
ORIGIN_SZG00870  5.3036640  0.1005567    52.743  < 2e-16 ***
ORIGIN_SZG00871  5.1894994  0.1006909    51.539  < 2e-16 ***
ORIGIN_SZG00872  3.1148161  0.1010899    30.812  < 2e-16 ***
ORIGIN_SZG00873  3.2662891  0.1010169    32.334  < 2e-16 ***
ORIGIN_SZG00874  3.5449962  0.1008418    35.154  < 2e-16 ***
ORIGIN_SZG00875  0.7112481  0.1237798     5.746 9.13e-09 ***
ORIGIN_SZG00876  1.5339406  0.1053739    14.557  < 2e-16 ***
ORIGIN_SZG00877  1.1387915  0.1082649    10.519  < 2e-16 ***
ORIGIN_SZG00887  2.0429239  0.1014074    20.146  < 2e-16 ***
ORIGIN_SZG00888  3.5512800  0.1007423    35.251  < 2e-16 ***
ORIGIN_SZG00889  0.3269565  0.1060716     3.082 0.002053 ** 
ORIGIN_SZG00890  4.7508565  0.1005798    47.235  < 2e-16 ***
ORIGIN_SZG00891  3.4519903  0.1011463    34.129  < 2e-16 ***
ORIGIN_SZG00893  4.9184992  0.1005913    48.896  < 2e-16 ***
ORIGIN_SZG00894  3.0137311  0.1010976    29.810  < 2e-16 ***
ORIGIN_SZG00895  2.5850442  0.1016548    25.430  < 2e-16 ***
ORIGIN_SZG00896  1.6654076  0.1036654    16.065  < 2e-16 ***
ORIGIN_SZG00897 -0.2691737  0.1191474    -2.259 0.023873 *  
ORIGIN_SZG00898  2.0529759  0.1046946    19.609  < 2e-16 ***
ORIGIN_SZG00908  3.5135254  0.1012258    34.710  < 2e-16 ***
ORIGIN_SZG00909  3.5441360  0.1006670    35.207  < 2e-16 ***
ORIGIN_SZG00910  1.4854581  0.1019617    14.569  < 2e-16 ***
ORIGIN_SZG00911  2.9615485  0.1008834    29.356  < 2e-16 ***
ORIGIN_SZG00912  4.4820952  0.1006017    44.553  < 2e-16 ***
ORIGIN_SZG00915  4.7869122  0.1006048    47.581  < 2e-16 ***
ORIGIN_SZG00917  4.2028403  0.1007856    41.701  < 2e-16 ***
ORIGIN_SZG00918  0.7838437  0.1068266     7.338 2.18e-13 ***
ORIGIN_SZG00919  3.3396731  0.1009324    33.088  < 2e-16 ***
ORIGIN_SZG00928  2.4362509  0.1014081    24.024  < 2e-16 ***
ORIGIN_SZG00929  3.9127436  0.1006137    38.889  < 2e-16 ***
ORIGIN_SZG00930  4.7916755  0.1005583    47.651  < 2e-16 ***
ORIGIN_SZG00931  1.7763058  0.1018649    17.438  < 2e-16 ***
ORIGIN_SZG00932  2.1881361  0.1020062    21.451  < 2e-16 ***
ORIGIN_SZG00933  4.3777841  0.1006640    43.489  < 2e-16 ***
ORIGIN_SZG00934  1.9483070  0.1019559    19.109  < 2e-16 ***
ORIGIN_SZG00935  5.6731710  0.1005582    56.417  < 2e-16 ***
ORIGIN_SZG00938 -1.7344343  0.2357479    -7.357 1.88e-13 ***
ORIGIN_SZG00939  5.6960605  0.1005975    56.622  < 2e-16 ***
ORIGIN_SZG00940 -0.1018339  0.1172587    -0.868 0.385146    
ORIGIN_SZG00949  2.3287563  0.1012948    22.990  < 2e-16 ***
ORIGIN_SZG00950  4.3888967  0.1006276    43.615  < 2e-16 ***
ORIGIN_SZG00951  5.2501439  0.1005485    52.215  < 2e-16 ***
ORIGIN_SZG00952  1.8894066  0.1026523    18.406  < 2e-16 ***
ORIGIN_SZG00953  3.1315037  0.1009435    31.022  < 2e-16 ***
ORIGIN_SZG00954  1.9710568  0.1018615    19.350  < 2e-16 ***
ORIGIN_SZG00955  4.2369251  0.1006643    42.090  < 2e-16 ***
ORIGIN_SZG00956  2.6426587  0.1011420    26.128  < 2e-16 ***
ORIGIN_SZG00957  4.8216620  0.1006713    47.895  < 2e-16 ***
ORIGIN_SZG00959  0.8787792  0.1116129     7.873 3.45e-15 ***
ORIGIN_SZG00961  0.8632570  0.1048437     8.234  < 2e-16 ***
ORIGIN_SZG00962  6.1635585  0.1007091    61.202  < 2e-16 ***
ORIGIN_SZG00970  2.7119255  0.1008204    26.899  < 2e-16 ***
ORIGIN_SZG00971  4.1036472  0.1005827    40.799  < 2e-16 ***
ORIGIN_SZG00972  3.9205364  0.1006195    38.964  < 2e-16 ***
ORIGIN_SZG00974  3.6082469  0.1007708    35.806  < 2e-16 ***
ORIGIN_SZG00975  3.2635133  0.1008920    32.347  < 2e-16 ***
ORIGIN_SZG00976  1.9476539  0.1018809    19.117  < 2e-16 ***
ORIGIN_SZG00977  5.1607163  0.1005811    51.309  < 2e-16 ***
ORIGIN_SZG00978  5.0266799  0.1007509    49.892  < 2e-16 ***
ORIGIN_SZG00982  2.1990302  0.1015305    21.659  < 2e-16 ***
ORIGIN_SZG00983  6.8141507  0.1005966    67.737  < 2e-16 ***
ORIGIN_SZG00984  5.0353031  0.1011321    49.789  < 2e-16 ***
ORIGIN_SZG00991  2.8024577  0.1008936    27.776  < 2e-16 ***
ORIGIN_SZG00992  3.0357174  0.1007417    30.134  < 2e-16 ***
ORIGIN_SZG00993  2.8103440  0.1007735    27.888  < 2e-16 ***
ORIGIN_SZG00994  2.2859327  0.1010870    22.614  < 2e-16 ***
ORIGIN_SZG00995  3.8266654  0.1006617    38.015  < 2e-16 ***
ORIGIN_SZG00996  3.5503660  0.1007839    35.228  < 2e-16 ***
ORIGIN_SZG00997  2.1443020  0.1046655    20.487  < 2e-16 ***
ORIGIN_SZG00998  5.2738556  0.1005865    52.431  < 2e-16 ***
ORIGIN_SZG00999  5.2997039  0.1006642    52.647  < 2e-16 ***
ORIGIN_SZG01001  2.1763698  0.1035112    21.025  < 2e-16 ***
ORIGIN_SZG01003  4.8012988  0.1006096    47.722  < 2e-16 ***
ORIGIN_SZG01004  5.7075755  0.1005758    56.749  < 2e-16 ***
ORIGIN_SZG01011  0.8615325  0.1049362     8.210  < 2e-16 ***
ORIGIN_SZG01012  0.7655994  0.1054270     7.262 3.82e-13 ***
ORIGIN_SZG01013  1.5717475  0.1017470    15.448  < 2e-16 ***
ORIGIN_SZG01014  2.3245677  0.1010668    23.000  < 2e-16 ***
ORIGIN_SZG01015  1.6797880  0.1017476    16.509  < 2e-16 ***
ORIGIN_SZG01016  3.5362049  0.1007572    35.096  < 2e-16 ***
ORIGIN_SZG01018  4.1156439  0.1009920    40.752  < 2e-16 ***
ORIGIN_SZG01019  5.7346211  0.1006259    56.990  < 2e-16 ***
ORIGIN_SZG01023  3.7859701  0.1009481    37.504  < 2e-16 ***
ORIGIN_SZG01024  4.8665393  0.1006196    48.366  < 2e-16 ***
ORIGIN_SZG01025  0.2987243  0.1118953     2.670 0.007592 ** 
ORIGIN_SZG01033  2.2159442  0.1011226    21.913  < 2e-16 ***
ORIGIN_SZG01034  3.1178222  0.1007632    30.942  < 2e-16 ***
ORIGIN_SZG01035  3.8206712  0.1006553    37.958  < 2e-16 ***
ORIGIN_SZG01036  1.9491464  0.1014556    19.212  < 2e-16 ***
ORIGIN_SZG01037  3.1044446  0.1007485    30.814  < 2e-16 ***
ORIGIN_SZG01043  2.1296566  0.1036076    20.555  < 2e-16 ***
ORIGIN_SZG01045  4.5077948  0.1006189    44.801  < 2e-16 ***
ORIGIN_SZG01046  4.4065728  0.1006461    43.783  < 2e-16 ***
ORIGIN_SZG01053  3.6851787  0.1006797    36.603  < 2e-16 ***
ORIGIN_SZG01054  2.6972763  0.1008122    26.755  < 2e-16 ***
ORIGIN_SZG01055  3.7181118  0.1006451    36.943  < 2e-16 ***
ORIGIN_SZG01056  2.7148478  0.1009252    26.900  < 2e-16 ***
ORIGIN_SZG01064 -0.6393570  0.2694891    -2.372 0.017669 *  
ORIGIN_SZG01066  4.2331343  0.1006470    42.059  < 2e-16 ***
ORIGIN_SZG01067  4.3845420  0.1007422    43.522  < 2e-16 ***
ORIGIN_SZG01074  3.0101024  0.1007965    29.863  < 2e-16 ***
ORIGIN_SZG01075  2.3492501  0.1010145    23.257  < 2e-16 ***
ORIGIN_SZG01076  2.4002233  0.1008810    23.793  < 2e-16 ***
ORIGIN_SZG01077  2.5829156  0.1010132    25.570  < 2e-16 ***
ORIGIN_SZG01079  4.1280810  0.1006360    41.020  < 2e-16 ***
ORIGIN_SZG01085 -1.7828070  0.1736594   -10.266  < 2e-16 ***
ORIGIN_SZG01087  4.0911803  0.1006924    40.630  < 2e-16 ***
ORIGIN_SZG01088  2.4712946  0.1012125    24.417  < 2e-16 ***
ORIGIN_SZG01094  1.1019203  0.1095525    10.058  < 2e-16 ***
ORIGIN_SZG01095  0.7387377  0.1057479     6.986 2.83e-12 ***
ORIGIN_SZG01096  2.3789932  0.1025839    23.191  < 2e-16 ***
ORIGIN_SZG01097  4.3884569  0.1005838    43.630  < 2e-16 ***
ORIGIN_SZG01098  2.0303511  0.1021048    19.885  < 2e-16 ***
ORIGIN_SZG01099  3.3924597  0.1007360    33.677  < 2e-16 ***
ORIGIN_SZG01105  1.2038316  0.1177525    10.223  < 2e-16 ***
ORIGIN_SZG01106 -0.3741760  0.1361634    -2.748 0.005996 ** 
ORIGIN_SZG01107  1.8904159  0.1041988    18.142  < 2e-16 ***
ORIGIN_SZG01108  6.1062255  0.1005571    60.724  < 2e-16 ***
ORIGIN_SZG01109  3.0381634  0.1010463    30.067  < 2e-16 ***
ORIGIN_SZG01116  2.7881335  0.1008655    27.642  < 2e-16 ***
ORIGIN_SZG01117  1.4193591  0.1020144    13.913  < 2e-16 ***
ORIGIN_SZG01118  1.5503336  0.1023137    15.153  < 2e-16 ***
ORIGIN_SZG01119  2.7050480  0.1009742    26.789  < 2e-16 ***
ORIGIN_SZG01120  2.6089426  0.1013571    25.740  < 2e-16 ***
ORIGIN_SZG01129  4.4958551  0.1006394    44.673  < 2e-16 ***
ORIGIN_SZG01130  4.5408907  0.1006040    45.136  < 2e-16 ***
ORIGIN_SZG01131  3.4610308  0.1010344    34.256  < 2e-16 ***
ORIGIN_SZG01136  1.6308244  0.1016610    16.042  < 2e-16 ***
ORIGIN_SZG01138  0.8421005  0.1045007     8.058 7.73e-16 ***
ORIGIN_SZG01139  3.5602289  0.1006462    35.374  < 2e-16 ***
ORIGIN_SZG01141  3.5411149  0.1007070    35.163  < 2e-16 ***
ORIGIN_SZG01148  0.9431613  0.1130866     8.340  < 2e-16 ***
ORIGIN_SZG01149  2.4828375  0.1019899    24.344  < 2e-16 ***
ORIGIN_SZG01150  4.7662728  0.1005930    47.382  < 2e-16 ***
ORIGIN_SZG01151  3.6842826  0.1007328    36.575  < 2e-16 ***
ORIGIN_SZG01158  1.9158558  0.1011168    18.947  < 2e-16 ***
ORIGIN_SZG01159  3.3594569  0.1006757    33.369  < 2e-16 ***
ORIGIN_SZG01160  4.3818693  0.1005873    43.563  < 2e-16 ***
ORIGIN_SZG01171  5.3454364  0.1006055    53.133  < 2e-16 ***
ORIGIN_SZG01172  5.2068980  0.1006004    51.758  < 2e-16 ***
ORIGIN_SZG01173  2.4542164  0.1012885    24.230  < 2e-16 ***
ORIGIN_SZG01174 -1.8627986  0.2856057    -6.522 6.92e-11 ***
ORIGIN_SZG01178  2.1531396  0.1010437    21.309  < 2e-16 ***
ORIGIN_SZG01179  2.8475620  0.1007484    28.264  < 2e-16 ***
ORIGIN_SZG01180  3.8996979  0.1006100    38.761  < 2e-16 ***
ORIGIN_SZG01181  3.1881219  0.1007281    31.651  < 2e-16 ***
ORIGIN_SZG01183  2.4843085  0.1011858    24.552  < 2e-16 ***
ORIGIN_SZG01190  1.4336980  0.1114216    12.867  < 2e-16 ***
ORIGIN_SZG01192  4.0842030  0.1007198    40.550  < 2e-16 ***
ORIGIN_SZG01193  4.0801016  0.1006651    40.531  < 2e-16 ***
ORIGIN_SZG01194  2.3646584  0.1014902    23.299  < 2e-16 ***
ORIGIN_SZG01200  2.9124881  0.1007387    28.911  < 2e-16 ***
ORIGIN_SZG01201  2.7714254  0.1007664    27.503  < 2e-16 ***
ORIGIN_SZG01203  3.6559894  0.1006902    36.309  < 2e-16 ***
ORIGIN_SZG01204  3.3363703  0.1007479    33.116  < 2e-16 ***
ORIGIN_SZG01211  0.7097837  0.1343647     5.283 1.27e-07 ***
ORIGIN_SZG01214  4.8011868  0.1006153    47.718  < 2e-16 ***
ORIGIN_SZG01215  1.3353373  0.1080848    12.355  < 2e-16 ***
ORIGIN_SZG01216  0.4241500  0.1083438     3.915 9.05e-05 ***
ORIGIN_SZG01220  3.9391053  0.1006039    39.155  < 2e-16 ***
ORIGIN_SZG01221  3.5882208  0.1006221    35.660  < 2e-16 ***
ORIGIN_SZG01222  3.2746292  0.1009890    32.426  < 2e-16 ***
ORIGIN_SZG01223  1.5654900  0.1018888    15.365  < 2e-16 ***
ORIGIN_SZG01224  2.4725958  0.1010689    24.464  < 2e-16 ***
ORIGIN_SZG01231 -1.5941753  0.2140992    -7.446 9.62e-14 ***
ORIGIN_SZG01232  0.5193924  0.1503710     3.454 0.000552 ***
ORIGIN_SZG01235  2.3169489  0.1014597    22.836  < 2e-16 ***
ORIGIN_SZG01236  2.3398787  0.1014577    23.063  < 2e-16 ***
ORIGIN_SZG01241  2.1946427  0.1010149    21.726  < 2e-16 ***
ORIGIN_SZG01242  2.7639784  0.1007485    27.434  < 2e-16 ***
ORIGIN_SZG01243  3.4399487  0.1006380    34.181  < 2e-16 ***
ORIGIN_SZG01246  2.6671380  0.1009298    26.426  < 2e-16 ***
ORIGIN_SZG01256  3.7288442  0.1008002    36.992  < 2e-16 ***
ORIGIN_SZG01257  4.6261357  0.1006736    45.952  < 2e-16 ***
ORIGIN_SZG01258  2.6233252  0.1015689    25.828  < 2e-16 ***
ORIGIN_SZG01262  2.5356933  0.1008550    25.142  < 2e-16 ***
ORIGIN_SZG01263  3.1306978  0.1006559    31.103  < 2e-16 ***
ORIGIN_SZG01264  2.1596879  0.1012047    21.340  < 2e-16 ***
ORIGIN_SZG01265  1.9565555  0.1014744    19.281  < 2e-16 ***
ORIGIN_SZG01266  3.2672451  0.1008150    32.408  < 2e-16 ***
ORIGIN_SZG01267  1.3853800  0.1039950    13.322  < 2e-16 ***
ORIGIN_SZG01272 -0.9516229  0.1531328    -6.214 5.15e-10 ***
ORIGIN_SZG01273  3.1773778  0.1012367    31.386  < 2e-16 ***
ORIGIN_SZG01277  4.7765841  0.1006148    47.474  < 2e-16 ***
ORIGIN_SZG01278  2.2147342  0.1014672    21.827  < 2e-16 ***
ORIGIN_SZG01283  4.3728596  0.1005924    43.471  < 2e-16 ***
ORIGIN_SZG01284  3.5368710  0.1006344    35.146  < 2e-16 ***
ORIGIN_SZG01285  4.2376876  0.1005788    42.133  < 2e-16 ***
ORIGIN_SZG01286  2.5226863  0.1010196    24.972  < 2e-16 ***
ORIGIN_SZG01289  0.6847130  0.1105531     6.194 5.88e-10 ***
ORIGIN_SZG01293 -0.6771832  0.1343514    -5.040 4.65e-07 ***
ORIGIN_SZG01294  4.6369060  0.1007109    46.042  < 2e-16 ***
ORIGIN_SZG01295  2.1573924  0.1026180    21.024  < 2e-16 ***
ORIGIN_SZG01298  3.7818889  0.1007616    37.533  < 2e-16 ***
ORIGIN_SZG01299  4.1591095  0.1007216    41.293  < 2e-16 ***
ORIGIN_SZG01304  4.1488698  0.1005971    41.242  < 2e-16 ***
ORIGIN_SZG01305  3.5376313  0.1006073    35.163  < 2e-16 ***
ORIGIN_SZG01307  0.0658663  0.1073162     0.614 0.539374    
ORIGIN_SZG01308  3.3992677  0.1007072    33.754  < 2e-16 ***
ORIGIN_SZG01310 -0.6704378  0.1645015    -4.076 4.59e-05 ***
ORIGIN_SZG01316  1.2058422  0.1058481    11.392  < 2e-16 ***
ORIGIN_SZG01317  2.8062876  0.1011490    27.744  < 2e-16 ***
ORIGIN_SZG01318  2.1337689  0.1016801    20.985  < 2e-16 ***
ORIGIN_SZG01319  5.0427695  0.1006065    50.124  < 2e-16 ***
ORIGIN_SZG01320  3.5678436  0.1009262    35.351  < 2e-16 ***
ORIGIN_SZG01325  1.7572704  0.1012647    17.353  < 2e-16 ***
ORIGIN_SZG01326  3.7218367  0.1006052    36.994  < 2e-16 ***
ORIGIN_SZG01327  3.5552634  0.1006220    35.333  < 2e-16 ***
ORIGIN_SZG01328  2.2138347  0.1009565    21.929  < 2e-16 ***
ORIGIN_SZG01329  2.4759936  0.1011817    24.471  < 2e-16 ***
ORIGIN_SZG01330  3.3047511  0.1008446    32.771  < 2e-16 ***
ORIGIN_SZG01331 -1.1694434  0.3178542    -3.679 0.000234 ***
ORIGIN_SZG01333  2.6733161  0.1012512    26.403  < 2e-16 ***
ORIGIN_SZG01334  3.0110889  0.1011438    29.770  < 2e-16 ***
ORIGIN_SZG01335  2.5341729  0.1018630    24.878  < 2e-16 ***
ORIGIN_SZG01336 -0.1400380  0.1469922    -0.953 0.340747    
ORIGIN_SZG01337  0.2538851  0.1117081     2.273 0.023041 *  
ORIGIN_SZG01338 -0.9064720  0.1293545    -7.008 2.42e-12 ***
ORIGIN_SZG01339  4.9731467  0.1005974    49.436  < 2e-16 ***
ORIGIN_SZG01340  3.2768282  0.1009180    32.470  < 2e-16 ***
ORIGIN_SZG01341 -2.2983850  0.7142208    -3.218 0.001291 ** 
ORIGIN_SZG01346  3.4041156  0.1007067    33.802  < 2e-16 ***
ORIGIN_SZG01347  4.3896122  0.1005801    43.643  < 2e-16 ***
ORIGIN_SZG01348  2.8118111  0.1007120    27.919  < 2e-16 ***
ORIGIN_SZG01349  2.6170318  0.1008446    25.951  < 2e-16 ***
ORIGIN_SZG01350  2.7950797  0.1011351    27.637  < 2e-16 ***
ORIGIN_SZG01353  3.0386181  0.1008696    30.124  < 2e-16 ***
ORIGIN_SZG01354  2.5315425  0.1012392    25.006  < 2e-16 ***
ORIGIN_SZG01355  3.3030367  0.1008716    32.745  < 2e-16 ***
ORIGIN_SZG01357  2.3799499  0.1022460    23.277  < 2e-16 ***
ORIGIN_SZG01358  3.6890144  0.1007822    36.604  < 2e-16 ***
ORIGIN_SZG01359  3.9841653  0.1006623    39.580  < 2e-16 ***
ORIGIN_SZG01360  4.0260457  0.1006718    39.992  < 2e-16 ***
ORIGIN_SZG01361  5.1701174  0.1006165    51.384  < 2e-16 ***
ORIGIN_SZG01362  1.1552067  0.1102247    10.480  < 2e-16 ***
ORIGIN_SZG01368  2.2352117  0.1008708    22.159  < 2e-16 ***
ORIGIN_SZG01369  2.0911356  0.1008875    20.727  < 2e-16 ***
ORIGIN_SZG01370  3.2301949  0.1006449    32.095  < 2e-16 ***
ORIGIN_SZG01371  2.5914487  0.1010018    25.657  < 2e-16 ***
ORIGIN_SZG01372  1.8446979  0.1013665    18.198  < 2e-16 ***
ORIGIN_SZG01373  0.3142033  0.1107370     2.837 0.004548 ** 
ORIGIN_SZG01374  2.0840043  0.1012495    20.583  < 2e-16 ***
ORIGIN_SZG01375  3.7097666  0.1008147    36.798  < 2e-16 ***
ORIGIN_SZG01376  3.1125264  0.1012831    30.731  < 2e-16 ***
ORIGIN_SZG01379  1.2716305  0.1062354    11.970  < 2e-16 ***
ORIGIN_SZG01380  5.3852195  0.1005743    53.545  < 2e-16 ***
ORIGIN_SZG01381  4.9553751  0.1006000    49.258  < 2e-16 ***
ORIGIN_SZG01382  4.3555117  0.1007267    43.241  < 2e-16 ***
ORIGIN_SZG01383  1.8101010  0.1033745    17.510  < 2e-16 ***
ORIGIN_SZG01388  2.8297716  0.1007296    28.093  < 2e-16 ***
ORIGIN_SZG01389  1.9751681  0.1009081    19.574  < 2e-16 ***
ORIGIN_SZG01390  2.7372689  0.1007412    27.171  < 2e-16 ***
ORIGIN_SZG01391  2.5523414  0.1008611    25.306  < 2e-16 ***
ORIGIN_SZG01392  2.3263469  0.1017525    22.863  < 2e-16 ***
ORIGIN_SZG01393  1.4950382  0.1016162    14.713  < 2e-16 ***
ORIGIN_SZG01394  2.9156725  0.1007962    28.926  < 2e-16 ***
ORIGIN_SZG01395  3.0189371  0.1007871    29.954  < 2e-16 ***
ORIGIN_SZG01396  4.0574214  0.1006491    40.313  < 2e-16 ***
ORIGIN_SZG01397  4.1244393  0.1006598    40.974  < 2e-16 ***
ORIGIN_SZG01398  3.0388960  0.1011131    30.054  < 2e-16 ***
ORIGIN_SZG01400  4.1431813  0.1007421    41.127  < 2e-16 ***
ORIGIN_SZG01401  4.5209288  0.1006049    44.937  < 2e-16 ***
ORIGIN_SZG01402  4.5384866  0.1006264    45.102  < 2e-16 ***
ORIGIN_SZG01404  4.5958381  0.1016816    45.198  < 2e-16 ***
ORIGIN_SZG01410  3.4327802  0.1006170    34.117  < 2e-16 ***
ORIGIN_SZG01411  2.3498175  0.1008349    23.304  < 2e-16 ***
ORIGIN_SZG01412  2.7045716  0.1007147    26.854  < 2e-16 ***
ORIGIN_SZG01413  3.5845065  0.1006341    35.619  < 2e-16 ***
ORIGIN_SZG01414  2.8870307  0.1007187    28.664  < 2e-16 ***
ORIGIN_SZG01415  2.3954225  0.1009402    23.731  < 2e-16 ***
ORIGIN_SZG01416  3.0340216  0.1007636    30.110  < 2e-16 ***
ORIGIN_SZG01417  3.2423112  0.1007273    32.189  < 2e-16 ***
ORIGIN_SZG01418  4.0263897  0.1006391    40.008  < 2e-16 ***
ORIGIN_SZG01419  3.4964306  0.1007362    34.709  < 2e-16 ***
ORIGIN_SZG01422  4.5733699  0.1006553    45.436  < 2e-16 ***
ORIGIN_SZG01423  5.4427330  0.1005916    54.107  < 2e-16 ***
ORIGIN_SZG01430  3.1365369  0.1006896    31.151  < 2e-16 ***
ORIGIN_SZG01431  3.1834063  0.1006366    31.633  < 2e-16 ***
ORIGIN_SZG01432  3.2303699  0.1006332    32.100  < 2e-16 ***
ORIGIN_SZG01433  1.9018135  0.1017601    18.689  < 2e-16 ***
ORIGIN_SZG01434  3.4375248  0.1006645    34.148  < 2e-16 ***
ORIGIN_SZG01435  3.8445327  0.1006009    38.216  < 2e-16 ***
ORIGIN_SZG01436  0.8568736  0.1028952     8.328  < 2e-16 ***
ORIGIN_SZG01437  4.0494652  0.1006149    40.247  < 2e-16 ***
ORIGIN_SZG01438  4.4922557  0.1005779    44.664  < 2e-16 ***
ORIGIN_SZG01439  5.1108243  0.1005670    50.820  < 2e-16 ***
ORIGIN_SZG01440  1.4950832  0.1025193    14.583  < 2e-16 ***
ORIGIN_SZG01442  4.4213843  0.1007437    43.887  < 2e-16 ***
ORIGIN_SZG01443  5.4684481  0.1005983    54.359  < 2e-16 ***
ORIGIN_SZG01444  4.4800764  0.1007986    44.446  < 2e-16 ***
ORIGIN_SZG01452  2.2937160  0.1008072    22.754  < 2e-16 ***
ORIGIN_SZG01453  2.4265304  0.1007886    24.075  < 2e-16 ***
ORIGIN_SZG01454  1.4235617  0.1021388    13.938  < 2e-16 ***
ORIGIN_SZG01455  2.8178253  0.1008431    27.943  < 2e-16 ***
ORIGIN_SZG01456  3.2333354  0.1006926    32.111  < 2e-16 ***
ORIGIN_SZG01457  4.0601917  0.1006042    40.358  < 2e-16 ***
ORIGIN_SZG01458  4.4022276  0.1005888    43.765  < 2e-16 ***
ORIGIN_SZG01459  3.8601373  0.1006260    38.361  < 2e-16 ***
ORIGIN_SZG01460  3.1241350  0.1007147    31.020  < 2e-16 ***
ORIGIN_SZG01461  1.6836242  0.1018895    16.524  < 2e-16 ***
ORIGIN_SZG01464  5.8380625  0.1005896    58.038  < 2e-16 ***
ORIGIN_SZG01465  5.3265425  0.1006404    52.926  < 2e-16 ***
ORIGIN_SZG01472  0.8147520  0.1022803     7.966 1.64e-15 ***
ORIGIN_SZG01473  1.8536522  0.1009812    18.356  < 2e-16 ***
ORIGIN_SZG01474  2.9619095  0.1006574    29.426  < 2e-16 ***
ORIGIN_SZG01475  3.9351839  0.1006037    39.116  < 2e-16 ***
ORIGIN_SZG01476  3.2267222  0.1007070    32.041  < 2e-16 ***
ORIGIN_SZG01477  4.7387541  0.1005588    47.124  < 2e-16 ***
ORIGIN_SZG01478  3.0719463  0.1007131    30.502  < 2e-16 ***
ORIGIN_SZG01479  3.3005936  0.1006798    32.783  < 2e-16 ***
ORIGIN_SZG01480  5.0987842  0.1005578    50.705  < 2e-16 ***
ORIGIN_SZG01481  2.4164049  0.1010135    23.922  < 2e-16 ***
ORIGIN_SZG01482  2.7085278  0.1013038    26.737  < 2e-16 ***
ORIGIN_SZG01485  5.2700675  0.1006454    52.363  < 2e-16 ***
ORIGIN_SZG01494  2.1234038  0.1011921    20.984  < 2e-16 ***
ORIGIN_SZG01495  2.2470353  0.1008127    22.289  < 2e-16 ***
ORIGIN_SZG01496  3.3759101  0.1006202    33.551  < 2e-16 ***
ORIGIN_SZG01497  3.5884477  0.1006478    35.654  < 2e-16 ***
ORIGIN_SZG01498  4.0156234  0.1005992    39.917  < 2e-16 ***
ORIGIN_SZG01499  4.2386299  0.1005837    42.140  < 2e-16 ***
ORIGIN_SZG01500  4.1223730  0.1006585    40.954  < 2e-16 ***
ORIGIN_SZG01501  4.4126906  0.1005860    43.870  < 2e-16 ***
ORIGIN_SZG01502  3.8719391  0.1006261    38.478  < 2e-16 ***
ORIGIN_SZG01506 -0.0005228  0.1479104    -0.004 0.997180    
ORIGIN_SZG01515  1.2228384  0.1027062    11.906  < 2e-16 ***
ORIGIN_SZG01516  2.7423584  0.1007251    27.226  < 2e-16 ***
ORIGIN_SZG01517  2.9824583  0.1007386    29.606  < 2e-16 ***
ORIGIN_SZG01518  2.9741622  0.1007748    29.513  < 2e-16 ***
ORIGIN_SZG01519  4.2269512  0.1006337    42.003  < 2e-16 ***
ORIGIN_SZG01520  3.7087623  0.1006350    36.854  < 2e-16 ***
ORIGIN_SZG01521  2.2374854  0.1011006    22.131  < 2e-16 ***
ORIGIN_SZG01522  4.6087805  0.1005784    45.823  < 2e-16 ***
ORIGIN_SZG01523  3.1384247  0.1016164    30.885  < 2e-16 ***
ORIGIN_SZG01524  3.3162231  0.1009334    32.856  < 2e-16 ***
ORIGIN_SZG01527  3.3113506  0.1017721    32.537  < 2e-16 ***
ORIGIN_SZG01535  0.1332807  0.1241953     1.073 0.283202    
ORIGIN_SZG01536  0.4142504  0.1055809     3.924 8.73e-05 ***
ORIGIN_SZG01537  1.5241460  0.1017048    14.986  < 2e-16 ***
ORIGIN_SZG01538  2.8805581  0.1006924    28.608  < 2e-16 ***
ORIGIN_SZG01539  3.3403048  0.1006398    33.191  < 2e-16 ***
ORIGIN_SZG01540  3.8987431  0.1006073    38.752  < 2e-16 ***
ORIGIN_SZG01541  5.1530770  0.1006388    51.204  < 2e-16 ***
ORIGIN_SZG01542  2.1467610  0.1014941    21.152  < 2e-16 ***
ORIGIN_SZG01543  2.9638942  0.1024181    28.939  < 2e-16 ***
ORIGIN_SZG01544  3.8371678  0.1007194    38.098  < 2e-16 ***
ORIGIN_SZG01547  0.6899515  0.1158644     5.955 2.60e-09 ***
ORIGIN_SZG01556  0.9485853  0.1157887     8.192 2.56e-16 ***
ORIGIN_SZG01557  0.6370233  0.1051268     6.060 1.36e-09 ***
ORIGIN_SZG01558  1.7830585  0.1020407    17.474  < 2e-16 ***
ORIGIN_SZG01559  3.5141452  0.1006234    34.924  < 2e-16 ***
ORIGIN_SZG01560  4.3301719  0.1005793    43.052  < 2e-16 ***
ORIGIN_SZG01561  4.1613396  0.1006176    41.358  < 2e-16 ***
ORIGIN_SZG01562  1.2557012  0.1022642    12.279  < 2e-16 ***
ORIGIN_SZG01563  3.0560464  0.1007615    30.329  < 2e-16 ***
ORIGIN_SZG01564  2.1780799  0.1013064    21.500  < 2e-16 ***
ORIGIN_SZG01565  2.2630790  0.1013898    22.321  < 2e-16 ***
ORIGIN_SZG01566  2.0114836  0.1023174    19.659  < 2e-16 ***
ORIGIN_SZG01567  0.0401764  0.1263381     0.318 0.750480    
ORIGIN_SZG01568  0.8240150  0.1172769     7.026 2.12e-12 ***
ORIGIN_SZG01578 -2.1438163  0.7142508    -3.001 0.002687 ** 
ORIGIN_SZG01580  2.0629280  0.1015966    20.305  < 2e-16 ***
ORIGIN_SZG01581  0.7336085  0.1024007     7.164 7.83e-13 ***
ORIGIN_SZG01582  4.0352340  0.1005866    40.117  < 2e-16 ***
ORIGIN_SZG01583  2.2308076  0.1024374    21.777  < 2e-16 ***
ORIGIN_SZG01584  2.5777732  0.1009858    25.526  < 2e-16 ***
ORIGIN_SZG01585  3.2389606  0.1008949    32.102  < 2e-16 ***
ORIGIN_SZG01586  2.2585676  0.1012280    22.312  < 2e-16 ***
ORIGIN_SZG01589  1.0738569  0.1078559     9.956  < 2e-16 ***
ORIGIN_SZG01590  0.9286720  0.1158146     8.019 1.07e-15 ***
ORIGIN_SZG01600  4.1243471  0.1009898    40.839  < 2e-16 ***
ORIGIN_SZG01601  2.6347511  0.1007704    26.146  < 2e-16 ***
ORIGIN_SZG01602  3.2903660  0.1006851    32.680  < 2e-16 ***
ORIGIN_SZG01603  4.2385420  0.1005902    42.137  < 2e-16 ***
ORIGIN_SZG01604  2.7457555  0.1007926    27.242  < 2e-16 ***
ORIGIN_SZG01605  4.1182266  0.1006013    40.936  < 2e-16 ***
ORIGIN_SZG01606  3.6142809  0.1009104    35.817  < 2e-16 ***
ORIGIN_SZG01607  2.8548343  0.1009308    28.285  < 2e-16 ***
ORIGIN_SZG01608  4.9269738  0.1006117    48.970  < 2e-16 ***
ORIGIN_SZG01609  4.8036516  0.1006638    47.720  < 2e-16 ***
ORIGIN_SZG01610  1.2530218  0.1168841    10.720  < 2e-16 ***
ORIGIN_SZG01622  2.6908090  0.1025423    26.241  < 2e-16 ***
ORIGIN_SZG01623  4.0044089  0.1005931    39.808  < 2e-16 ***
ORIGIN_SZG01624  2.7513531  0.1008233    27.289  < 2e-16 ***
ORIGIN_SZG01625  4.1831878  0.1006139    41.577  < 2e-16 ***
ORIGIN_SZG01626  4.8321659  0.1005705    48.048  < 2e-16 ***
ORIGIN_SZG01627  3.2424458  0.1007419    32.186  < 2e-16 ***
ORIGIN_SZG01628  4.9303687  0.1005754    49.022  < 2e-16 ***
ORIGIN_SZG01629  3.8805753  0.1007377    38.522  < 2e-16 ***
ORIGIN_SZG01630  3.9861014  0.1008040    39.543  < 2e-16 ***
ORIGIN_SZG01631  0.3781955  0.1164506     3.248 0.001163 ** 
ORIGIN_SZG01642  1.4917447  0.1041554    14.322  < 2e-16 ***
ORIGIN_SZG01643  3.9087435  0.1006086    38.851  < 2e-16 ***
ORIGIN_SZG01644  1.6898998  0.1017506    16.608  < 2e-16 ***
ORIGIN_SZG01645  3.2104564  0.1006866    31.886  < 2e-16 ***
ORIGIN_SZG01646  3.0401503  0.1008622    30.142  < 2e-16 ***
ORIGIN_SZG01647  3.4591659  0.1006651    34.363  < 2e-16 ***
ORIGIN_SZG01648  4.0696141  0.1006231    40.444  < 2e-16 ***
ORIGIN_SZG01649  4.7980130  0.1005839    47.702  < 2e-16 ***
ORIGIN_SZG01650  4.8791194  0.1006512    48.476  < 2e-16 ***
ORIGIN_SZG01664 -1.1393419  0.1947598    -5.850 4.92e-09 ***
ORIGIN_SZG01665  4.1187908  0.1005908    40.946  < 2e-16 ***
ORIGIN_SZG01666  2.8366051  0.1007406    28.158  < 2e-16 ***
ORIGIN_SZG01667  3.8167840  0.1009954    37.792  < 2e-16 ***
ORIGIN_SZG01668  3.9470324  0.1006200    39.227  < 2e-16 ***
ORIGIN_SZG01670  4.8380385  0.1005742    48.104  < 2e-16 ***
ORIGIN_SZG01671  5.5005200  0.1006483    54.651  < 2e-16 ***
ORIGIN_SZG01672  5.0982979  0.1006851    50.636  < 2e-16 ***
ORIGIN_SZG01684  3.2245549  0.1012010    31.863  < 2e-16 ***
ORIGIN_SZG01685  3.6748155  0.1006496    36.511  < 2e-16 ***
ORIGIN_SZG01686  3.5364705  0.1006515    35.136  < 2e-16 ***
ORIGIN_SZG01687  3.1376809  0.1007709    31.137  < 2e-16 ***
ORIGIN_SZG01688  2.7210067  0.1008416    26.983  < 2e-16 ***
ORIGIN_SZG01689  2.3114005  0.1012103    22.838  < 2e-16 ***
ORIGIN_SZG01690  3.7158112  0.1007186    36.893  < 2e-16 ***
ORIGIN_SZG01691  4.5236586  0.1006108    44.962  < 2e-16 ***
ORIGIN_SZG01692  4.1123662  0.1008263    40.787  < 2e-16 ***
ORIGIN_SZG01706  3.6549642  0.1007000    36.296  < 2e-16 ***
ORIGIN_SZG01707  3.5484317  0.1006350    35.260  < 2e-16 ***
ORIGIN_SZG01708  4.0620224  0.1005965    40.379  < 2e-16 ***
ORIGIN_SZG01709  3.1567107  0.1007241    31.340  < 2e-16 ***
ORIGIN_SZG01710  4.4153503  0.1006009    43.890  < 2e-16 ***
ORIGIN_SZG01711  4.2478260  0.1006326    42.211  < 2e-16 ***
ORIGIN_SZG01712  4.8552980  0.1005736    48.276  < 2e-16 ***
ORIGIN_SZG01713  2.4788961  0.1012620    24.480  < 2e-16 ***
ORIGIN_SZG01714  5.0843315  0.1006244    50.528  < 2e-16 ***
ORIGIN_SZG01727  3.8383668  0.1006477    38.137  < 2e-16 ***
ORIGIN_SZG01728  3.7014657  0.1006265    36.784  < 2e-16 ***
ORIGIN_SZG01729  3.2123279  0.1006692    31.910  < 2e-16 ***
ORIGIN_SZG01730  1.3308659  0.1024824    12.986  < 2e-16 ***
ORIGIN_SZG01731  3.8217342  0.1006589    37.967  < 2e-16 ***
ORIGIN_SZG01732  4.5368610  0.1005840    45.105  < 2e-16 ***
ORIGIN_SZG01733  4.2469137  0.1006161    42.209  < 2e-16 ***
ORIGIN_SZG01734  4.6759061  0.1006095    46.476  < 2e-16 ***
ORIGIN_SZG01735  6.3513148  0.1007265    63.055  < 2e-16 ***
ORIGIN_SZG01748  2.6215307  0.1009367    25.972  < 2e-16 ***
ORIGIN_SZG01749  3.5610155  0.1006373    35.385  < 2e-16 ***
ORIGIN_SZG01750  2.6859249  0.1007694    26.654  < 2e-16 ***
ORIGIN_SZG01751  2.0149520  0.1010700    19.936  < 2e-16 ***
ORIGIN_SZG01753  4.5570823  0.1005919    45.303  < 2e-16 ***
ORIGIN_SZG01754  4.9236082  0.1005729    48.956  < 2e-16 ***
ORIGIN_SZG01755  4.4093494  0.1006139    43.824  < 2e-16 ***
ORIGIN_SZG01756  4.3906494  0.1006570    43.620  < 2e-16 ***
ORIGIN_SZG01757  2.8523885  0.1035147    27.555  < 2e-16 ***
ORIGIN_SZG01769  3.4306128  0.1006775    34.075  < 2e-16 ***
ORIGIN_SZG01770  3.3566282  0.1008607    33.280  < 2e-16 ***
ORIGIN_SZG01771  2.2519988  0.1009992    22.297  < 2e-16 ***
ORIGIN_SZG01772  1.0416221  0.1032525    10.088  < 2e-16 ***
ORIGIN_SZG01774  4.2562210  0.1006082    42.305  < 2e-16 ***
ORIGIN_SZG01775  3.9246680  0.1006627    38.988  < 2e-16 ***
ORIGIN_SZG01776  5.1170926  0.1005779    50.877  < 2e-16 ***
ORIGIN_SZG01777  5.1728221  0.1005990    51.420  < 2e-16 ***
ORIGIN_SZG01778  4.9316770  0.1012087    48.728  < 2e-16 ***
ORIGIN_SZG01790  4.0808855  0.1006328    40.552  < 2e-16 ***
ORIGIN_SZG01791  3.3826982  0.1007116    33.588  < 2e-16 ***
ORIGIN_SZG01792  3.3805277  0.1007230    33.563  < 2e-16 ***
ORIGIN_SZG01793  1.4190772  0.1014046    13.994  < 2e-16 ***
ORIGIN_SZG01794  1.1451278  0.1042400    10.985  < 2e-16 ***
ORIGIN_SZG01795  0.7211358  0.1057241     6.821 9.05e-12 ***
ORIGIN_SZG01796  4.7916737  0.1006057    47.628  < 2e-16 ***
ORIGIN_SZG01797  4.7605718  0.1005946    47.324  < 2e-16 ***
ORIGIN_SZG01798  4.7862473  0.1005966    47.579  < 2e-16 ***
ORIGIN_SZG01799  4.0159057  0.1008068    39.838  < 2e-16 ***
ORIGIN_SZG01800  3.1178978  0.1044396    29.854  < 2e-16 ***
ORIGIN_SZG01811  3.1204128  0.1007756    30.964  < 2e-16 ***
ORIGIN_SZG01812  4.2872738  0.1005821    42.625  < 2e-16 ***
ORIGIN_SZG01813  4.0796555  0.1005941    40.556  < 2e-16 ***
ORIGIN_SZG01817  4.6473564  0.1006559    46.171  < 2e-16 ***
ORIGIN_SZG01818  4.6214380  0.1006158    45.932  < 2e-16 ***
ORIGIN_SZG01819  5.1369174  0.1005894    51.068  < 2e-16 ***
ORIGIN_SZG01820  2.3136664  0.1059313    21.841  < 2e-16 ***
ORIGIN_SZG01832  3.9041332  0.1006534    38.788  < 2e-16 ***
ORIGIN_SZG01833  3.3508714  0.1006882    33.280  < 2e-16 ***
ORIGIN_SZG01834  3.6875251  0.1006202    36.648  < 2e-16 ***
ORIGIN_SZG01835  2.9882592  0.1007819    29.651  < 2e-16 ***
ORIGIN_SZG01837  0.3251723  0.1175287     2.767 0.005662 ** 
ORIGIN_SZG01839  4.2501604  0.1007329    42.192  < 2e-16 ***
ORIGIN_SZG01840  5.8934738  0.1005603    58.606  < 2e-16 ***
ORIGIN_SZG01841  1.7715211  0.1062652    16.671  < 2e-16 ***
ORIGIN_SZG01842  5.8237066  0.1011037    57.601  < 2e-16 ***
ORIGIN_SZG01853  3.7303125  0.1006387    37.066  < 2e-16 ***
ORIGIN_SZG01854  3.9898965  0.1006238    39.652  < 2e-16 ***
ORIGIN_SZG01855  4.2679810  0.1006035    42.424  < 2e-16 ***
ORIGIN_SZG01858  2.0265280  0.1036811    19.546  < 2e-16 ***
ORIGIN_SZG01860  5.4083806  0.1008728    53.616  < 2e-16 ***
ORIGIN_SZG01861  4.8573154  0.1006245    48.272  < 2e-16 ***
ORIGIN_SZG01874  3.9390395  0.1006949    39.119  < 2e-16 ***
ORIGIN_SZG01875  2.3014485  0.1012703    22.726  < 2e-16 ***
ORIGIN_SZG01876  4.3930806  0.1010242    43.485  < 2e-16 ***
ORIGIN_SZG01877  3.9749109  0.1006306    39.500  < 2e-16 ***
ORIGIN_SZG01880  0.3327571  0.1126034     2.955 0.003125 ** 
ORIGIN_SZG01882  4.7105954  0.1006396    46.807  < 2e-16 ***
ORIGIN_SZG01883  5.1985504  0.1009178    51.513  < 2e-16 ***
ORIGIN_SZG01895  4.0660335  0.1006262    40.407  < 2e-16 ***
ORIGIN_SZG01896  2.3652873  0.1009820    23.423  < 2e-16 ***
ORIGIN_SZG01897  3.0542194  0.1008950    30.271  < 2e-16 ***
ORIGIN_SZG01898 -1.2479122  0.1662993    -7.504 6.19e-14 ***
ORIGIN_SZG01901  0.5908508  0.1165317     5.070 3.97e-07 ***
ORIGIN_SZG01903  4.2812600  0.1009014    42.430  < 2e-16 ***
ORIGIN_SZG01917  2.6872997  0.1009160    26.629  < 2e-16 ***
ORIGIN_SZG01918  4.0700844  0.1006800    40.426  < 2e-16 ***
ORIGIN_SZG01919  3.9554932  0.1006473    39.301  < 2e-16 ***
ORIGIN_SZG01922  1.8011992  0.1044499    17.245  < 2e-16 ***
ORIGIN_SZG01924  4.4224451  0.1009398    43.813  < 2e-16 ***
ORIGIN_SZG01937  3.4653757  0.1007396    34.399  < 2e-16 ***
ORIGIN_SZG01938  4.0666846  0.1006153    40.418  < 2e-16 ***
ORIGIN_SZG01939  4.6537787  0.1006013    46.260  < 2e-16 ***
ORIGIN_SZG01942  0.4005898  0.1109692     3.610 0.000306 ***
ORIGIN_SZG01959  3.0255106  0.1008691    29.994  < 2e-16 ***
ORIGIN_SZG01960  5.0038018  0.1005615    49.759  < 2e-16 ***
ORIGIN_SZG01961  3.4262871  0.1007418    34.011  < 2e-16 ***
ORIGIN_SZG01962  4.4190166  0.1006106    43.922  < 2e-16 ***
ORIGIN_SZG01964 -0.5476749  0.1336993    -4.096 4.20e-05 ***
ORIGIN_SZG01979  3.3410476  0.1008099    33.142  < 2e-16 ***
ORIGIN_SZG01980  1.6205519  0.1014257    15.978  < 2e-16 ***
ORIGIN_SZG01981  4.0532496  0.1006123    40.286  < 2e-16 ***
ORIGIN_SZG01982  3.1490595  0.1010791    31.154  < 2e-16 ***
ORIGIN_SZG01983  4.3643812  0.1006132    43.378  < 2e-16 ***
ORIGIN_SZG01984  3.1343212  0.1007937    31.096  < 2e-16 ***
ORIGIN_SZG01985  3.8147120  0.1007106    37.878  < 2e-16 ***
ORIGIN_SZG02001  3.6274748  0.1006845    36.028  < 2e-16 ***
ORIGIN_SZG02002  4.1905185  0.1005903    41.659  < 2e-16 ***
ORIGIN_SZG02003  3.7874751  0.1006443    37.632  < 2e-16 ***
ORIGIN_SZG02004  4.4582367  0.1006058    44.314  < 2e-16 ***
ORIGIN_SZG02005  4.3345616  0.1006061    43.084  < 2e-16 ***
ORIGIN_SZG02006  2.8863024  0.1009282    28.598  < 2e-16 ***
ORIGIN_SZG02007  2.2949952  0.1017470    22.556  < 2e-16 ***
ORIGIN_SZG02022  4.0260105  0.1006818    39.987  < 2e-16 ***
ORIGIN_SZG02023  4.4444373  0.1005878    44.185  < 2e-16 ***
ORIGIN_SZG02024  3.7610797  0.1006284    37.376  < 2e-16 ***
ORIGIN_SZG02025  3.7915342  0.1006245    37.680  < 2e-16 ***
ORIGIN_SZG02026  2.3976510  0.1011692    23.699  < 2e-16 ***
ORIGIN_SZG02027  4.6994545  0.1006004    46.714  < 2e-16 ***
ORIGIN_SZG02043  3.3491252  0.1007947    33.227  < 2e-16 ***
ORIGIN_SZG02044  4.0607524  0.1006078    40.362  < 2e-16 ***
ORIGIN_SZG02045 -0.4934906  0.1250455    -3.946 7.93e-05 ***
ORIGIN_SZG02046  4.0056129  0.1005944    39.819  < 2e-16 ***
ORIGIN_SZG02047  3.8168350  0.1006483    37.922  < 2e-16 ***
ORIGIN_SZG02048  4.0365719  0.1006258    40.115  < 2e-16 ***
ORIGIN_SZG02049  3.0581483  0.1014427    30.147  < 2e-16 ***
ORIGIN_SZG02064  4.0600204  0.1006365    40.343  < 2e-16 ***
ORIGIN_SZG02065  2.5259718  0.1008535    25.046  < 2e-16 ***
ORIGIN_SZG02066  2.0844524  0.1025931    20.318  < 2e-16 ***
ORIGIN_SZG02067  5.2535898  0.1005576    52.245  < 2e-16 ***
ORIGIN_SZG02068  3.6203938  0.1007457    35.936  < 2e-16 ***
ORIGIN_SZG02069  3.9084462  0.1006685    38.825  < 2e-16 ***
ORIGIN_SZG02085  2.9264022  0.1009385    28.992  < 2e-16 ***
ORIGIN_SZG02086  4.3183229  0.1006020    42.925  < 2e-16 ***
ORIGIN_SZG02087  2.9704444  0.1007682    29.478  < 2e-16 ***
ORIGIN_SZG02088  3.6695949  0.1006216    36.469  < 2e-16 ***
ORIGIN_SZG02089  3.3779894  0.1007250    33.537  < 2e-16 ***
ORIGIN_SZG02090  4.9289022  0.1005797    49.005  < 2e-16 ***
ORIGIN_SZG02091  0.2377863  0.1213282     1.960 0.050012 .  
ORIGIN_SZG02105  0.8034572  0.1425299     5.637 1.73e-08 ***
ORIGIN_SZG02106  1.2762534  0.1022390    12.483  < 2e-16 ***
ORIGIN_SZG02107  2.3485654  0.1009297    23.269  < 2e-16 ***
ORIGIN_SZG02108  3.6640412  0.1006627    36.399  < 2e-16 ***
ORIGIN_SZG02109  3.7243479  0.1006199    37.014  < 2e-16 ***
ORIGIN_SZG02110  3.1779808  0.1007700    31.537  < 2e-16 ***
ORIGIN_SZG02111  0.5729240  0.1079137     5.309 1.10e-07 ***
ORIGIN_SZG02128  2.2068133  0.1013443    21.775  < 2e-16 ***
ORIGIN_SZG02129  1.5513112  0.1015436    15.277  < 2e-16 ***
ORIGIN_SZG02130  4.1569580  0.1005952    41.324  < 2e-16 ***
ORIGIN_SZG02131  4.5259460  0.1006191    44.981  < 2e-16 ***
ORIGIN_SZG02132  3.4858201  0.1006920    34.619  < 2e-16 ***
ORIGIN_SZG02148  3.0564141  0.1011114    30.228  < 2e-16 ***
ORIGIN_SZG02149  1.4440046  0.1016914    14.200  < 2e-16 ***
ORIGIN_SZG02150  4.0684360  0.1006225    40.433  < 2e-16 ***
ORIGIN_SZG02151  4.5412007  0.1005813    45.150  < 2e-16 ***
ORIGIN_SZG02152  4.7190219  0.1005899    46.913  < 2e-16 ***
ORIGIN_SZG02153  4.0252620  0.1006729    39.984  < 2e-16 ***
ORIGIN_SZG02171  3.0574441  0.1007641    30.343  < 2e-16 ***
ORIGIN_SZG02172  3.2187868  0.1008117    31.929  < 2e-16 ***
ORIGIN_SZG02173  3.6758451  0.1006490    36.521  < 2e-16 ***
ORIGIN_SZG02174  4.0013049  0.1006542    39.753  < 2e-16 ***
ORIGIN_SZG02191  2.5151235  0.1010464    24.891  < 2e-16 ***
ORIGIN_SZG02192  2.4294580  0.1010872    24.033  < 2e-16 ***
ORIGIN_SZG02193  3.3916984  0.1007035    33.680  < 2e-16 ***
ORIGIN_SZG02194  3.8448166  0.1006451    38.202  < 2e-16 ***
ORIGIN_SZG02195  3.2313187  0.1024952    31.527  < 2e-16 ***
ORIGIN_SZG02212  0.2985343  0.1284228     2.325 0.020092 *  
ORIGIN_SZG02213  0.3364533  0.1074962     3.130 0.001749 ** 
ORIGIN_SZG02214  1.0749201  0.1034622    10.389  < 2e-16 ***
ORIGIN_SZG02215  3.5454450  0.1007370    35.195  < 2e-16 ***
ORIGIN_SZG02216  2.5021746  0.1010821    24.754  < 2e-16 ***
ORIGIN_SZG02233  0.7742600  0.1077753     7.184 6.77e-13 ***
ORIGIN_SZG02234  2.0391523  0.1024557    19.903  < 2e-16 ***
ORIGIN_SZG02235  2.2842429  0.1013678    22.534  < 2e-16 ***
ORIGIN_SZG02236  2.2437786  0.1013014    22.150  < 2e-16 ***
ORIGIN_SZG02237  0.1411501  0.1138626     1.240 0.215104    
ORIGIN_SZG02256 -0.3724675  0.1124385    -3.313 0.000924 ***
ORIGIN_SZG02257  2.0461818  0.1022011    20.021  < 2e-16 ***
ORIGIN_SZG02258  1.3007989  0.1020407    12.748  < 2e-16 ***
ORIGIN_SZG02259  1.1500473  0.1065378    10.795  < 2e-16 ***
ORIGIN_SZG02277  1.9621605  0.1079246    18.181  < 2e-16 ***
ORIGIN_SZG02278  2.7241265  0.1016249    26.806  < 2e-16 ***
ORIGIN_SZG02279  1.1892371  0.1023240    11.622  < 2e-16 ***
ORIGIN_SZG02280 -0.5864947  0.1422474    -4.123 3.74e-05 ***
ORIGIN_SZG02297  3.9251710  0.1008992    38.902  < 2e-16 ***
ORIGIN_SZG02300  0.0420637  0.1168405     0.360 0.718840    
ORIGIN_SZG02301  1.5597690  0.1021660    15.267  < 2e-16 ***
ORIGIN_SZG02318  2.0244820  0.1021504    19.819  < 2e-16 ***
ORIGIN_SZG02319  2.7464249  0.1010338    27.183  < 2e-16 ***
ORIGIN_SZG02322  2.6298667  0.1012516    25.974  < 2e-16 ***
ORIGIN_SZG02337  3.5955177  0.1020344    35.238  < 2e-16 ***
ORIGIN_SZG02341  3.2026174  0.1009390    31.728  < 2e-16 ***
ORIGIN_SZG02343  1.9125346  0.1014994    18.843  < 2e-16 ***
ORIGIN_SZG02361  2.5422547  0.1010815    25.151  < 2e-16 ***
ORIGIN_SZG02364 -0.7338371  0.1194365    -6.144 8.04e-10 ***
ORIGIN_SZG02379  2.7476106  0.1026364    26.770  < 2e-16 ***
ORIGIN_SZG02384  1.9678528  0.1015865    19.371  < 2e-16 ***
ORIGIN_SZG02405  1.6654406  0.1015965    16.393  < 2e-16 ***
ORIGIN_SZG02406  0.2930837  0.1058941     2.768 0.005645 ** 
ORIGIN_SZG02426  1.1807954  0.1039924    11.355  < 2e-16 ***
ORIGIN_SZG02427  2.7150732  0.1011150    26.851  < 2e-16 ***
ORIGIN_SZG02505  2.8886395  0.1071343    26.963  < 2e-16 ***
DESTIN_SZG00044  1.3493780  0.0506991    26.615  < 2e-16 ***
DESTIN_SZG00046  0.1270484  0.0508754     2.497 0.012516 *  
DESTIN_SZG00066 -0.4157943  0.0634297    -6.555 5.56e-11 ***
DESTIN_SZG00067  0.2337303  0.0485651     4.813 1.49e-06 ***
DESTIN_SZG00068 -0.2036026  0.0507596    -4.011 6.04e-05 ***
DESTIN_SZG00086  0.2635754  0.0576227     4.574 4.78e-06 ***
DESTIN_SZG00087 -3.3482723  0.0996317   -33.606  < 2e-16 ***
DESTIN_SZG00088 -0.3225851  0.0495828    -6.506 7.72e-11 ***
DESTIN_SZG00089 -1.1585881  0.0520677   -22.252  < 2e-16 ***
DESTIN_SZG00090 -3.3322501  0.5024202    -6.632 3.30e-11 ***
DESTIN_SZG00109 -0.8783353  0.0531134   -16.537  < 2e-16 ***
DESTIN_SZG00110 -3.3177500  0.1106934   -29.972  < 2e-16 ***
DESTIN_SZG00111  0.9539705  0.0478268    19.946  < 2e-16 ***
DESTIN_SZG00112 -2.5546381  0.0553321   -46.169  < 2e-16 ***
DESTIN_SZG00128  1.0916537  0.0515172    21.190  < 2e-16 ***
DESTIN_SZG00129 -4.4580909  0.1229458   -36.261  < 2e-16 ***
DESTIN_SZG00130 -0.9140708  0.0515029   -17.748  < 2e-16 ***
DESTIN_SZG00131 -1.3927621  0.0526668   -26.445  < 2e-16 ***
DESTIN_SZG00132 -0.6011819  0.0486911   -12.347  < 2e-16 ***
DESTIN_SZG00133 -1.0576247  0.0480566   -22.008  < 2e-16 ***
DESTIN_SZG00134 -0.9302453  0.0478879   -19.425  < 2e-16 ***
DESTIN_SZG00150 -0.5914265  0.0571138   -10.355  < 2e-16 ***
DESTIN_SZG00151 -0.6604248  0.0511953   -12.900  < 2e-16 ***
DESTIN_SZG00152  0.4318867  0.0487331     8.862  < 2e-16 ***
DESTIN_SZG00153 -0.2874460  0.0485542    -5.920 3.22e-09 ***
DESTIN_SZG00154 -2.4625438  0.0536842   -45.871  < 2e-16 ***
DESTIN_SZG00155 -1.7845279  0.0495651   -36.004  < 2e-16 ***
DESTIN_SZG00156 -1.7445769  0.0505192   -34.533  < 2e-16 ***
DESTIN_SZG00172 -1.8835925  0.0645569   -29.177  < 2e-16 ***
DESTIN_SZG00174 -1.3182840  0.0490655   -26.868  < 2e-16 ***
DESTIN_SZG00175 -0.7788083  0.0475707   -16.372  < 2e-16 ***
DESTIN_SZG00176 -2.3042180  0.0544529   -42.316  < 2e-16 ***
DESTIN_SZG00195 -2.7596907  0.0555936   -49.640  < 2e-16 ***
DESTIN_SZG00196 -1.2562712  0.0476727   -26.352  < 2e-16 ***
DESTIN_SZG00197 -3.6369893  0.0986839   -36.855  < 2e-16 ***
DESTIN_SZG00215 -0.6363793  0.0543100   -11.718  < 2e-16 ***
DESTIN_SZG00216 -0.8586570  0.0491570   -17.468  < 2e-16 ***
DESTIN_SZG00217 -0.5155653  0.0474793   -10.859  < 2e-16 ***
DESTIN_SZG00237 -2.8238315  0.0548111   -51.519  < 2e-16 ***
DESTIN_SZG00238 -1.9221132  0.0489283   -39.284  < 2e-16 ***
DESTIN_SZG00239 -2.0695667  0.0551760   -37.508  < 2e-16 ***
DESTIN_SZG00257  0.2218237  0.0491736     4.511 6.45e-06 ***
DESTIN_SZG00258 -1.8063516  0.0505824   -35.711  < 2e-16 ***
DESTIN_SZG00259 -0.7008677  0.0481669   -14.551  < 2e-16 ***
DESTIN_SZG00278  0.2710258  0.0492900     5.499 3.83e-08 ***
DESTIN_SZG00279 -1.2542493  0.0483884   -25.920  < 2e-16 ***
DESTIN_SZG00280 -0.9086123  0.0482548   -18.829  < 2e-16 ***
DESTIN_SZG00298 -3.9457742  0.1405478   -28.074  < 2e-16 ***
DESTIN_SZG00299 -0.9814282  0.0494214   -19.858  < 2e-16 ***
DESTIN_SZG00300 -1.4981134  0.0496361   -30.182  < 2e-16 ***
DESTIN_SZG00320  0.2541526  0.0487349     5.215 1.84e-07 ***
DESTIN_SZG00321 -1.8195677  0.0521243   -34.908  < 2e-16 ***
DESTIN_SZG00322 -0.7435897  0.0481177   -15.454  < 2e-16 ***
DESTIN_SZG00340  1.0466847  0.0480509    21.783  < 2e-16 ***
DESTIN_SZG00341 -0.2063212  0.0481687    -4.283 1.84e-05 ***
DESTIN_SZG00342 -0.7390119  0.0478384   -15.448  < 2e-16 ***
DESTIN_SZG00363 -0.8636047  0.0486725   -17.743  < 2e-16 ***
DESTIN_SZG00364 -0.7636778  0.0473587   -16.125  < 2e-16 ***
DESTIN_SZG00383  0.1668126  0.0475727     3.506 0.000454 ***
DESTIN_SZG00384 -1.0306520  0.0474735   -21.710  < 2e-16 ***
DESTIN_SZG00385 -1.9990720  0.0490884   -40.724  < 2e-16 ***
DESTIN_SZG00404 -0.0204445  0.0490827    -0.417 0.677021    
DESTIN_SZG00405 -0.3903360  0.0478935    -8.150 3.64e-16 ***
DESTIN_SZG00406  0.0370746  0.0470587     0.788 0.430792    
DESTIN_SZG00407 -0.3156810  0.0476110    -6.630 3.35e-11 ***
DESTIN_SZG00408  0.8768343  0.0470848    18.622  < 2e-16 ***
DESTIN_SZG00425 -1.8407118  0.0524462   -35.097  < 2e-16 ***
DESTIN_SZG00426 -1.4915181  0.0478879   -31.146  < 2e-16 ***
DESTIN_SZG00427 -3.8716253  0.0521919   -74.181  < 2e-16 ***
DESTIN_SZG00428 -1.2905120  0.0480243   -26.872  < 2e-16 ***
DESTIN_SZG00429 -1.6867312  0.0521277   -32.358  < 2e-16 ***
DESTIN_SZG00446 -0.7625183  0.0517769   -14.727  < 2e-16 ***
DESTIN_SZG00447 -1.7091084  0.0498360   -34.295  < 2e-16 ***
DESTIN_SZG00448 -1.9741052  0.0481575   -40.993  < 2e-16 ***
DESTIN_SZG00449 -1.4259777  0.0474383   -30.060  < 2e-16 ***
DESTIN_SZG00450 -1.7975187  0.0483534   -37.175  < 2e-16 ***
DESTIN_SZG00468 -0.9466155  0.0478545   -19.781  < 2e-16 ***
DESTIN_SZG00469 -1.8512682  0.0475846   -38.905  < 2e-16 ***
DESTIN_SZG00470 -1.4590919  0.0473283   -30.829  < 2e-16 ***
DESTIN_SZG00471 -1.3010692  0.0493707   -26.353  < 2e-16 ***
DESTIN_SZG00488 -0.9290897  0.0519164   -17.896  < 2e-16 ***
DESTIN_SZG00489 -2.9851669  0.0665311   -44.869  < 2e-16 ***
DESTIN_SZG00490 -1.0078864  0.0475341   -21.203  < 2e-16 ***
DESTIN_SZG00491 -3.3042468  0.0491221   -67.266  < 2e-16 ***
DESTIN_SZG00493 -3.9546899  0.0680742   -58.094  < 2e-16 ***
DESTIN_SZG00494 -2.0889712  0.0517471   -40.369  < 2e-16 ***
DESTIN_SZG00509 -0.4862749  0.0491096    -9.902  < 2e-16 ***
DESTIN_SZG00510 -0.7510890  0.0478478   -15.697  < 2e-16 ***
DESTIN_SZG00511 -1.4787000  0.0472787   -31.276  < 2e-16 ***
DESTIN_SZG00512 -1.6064568  0.0472374   -34.008  < 2e-16 ***
DESTIN_SZG00513 -0.5615416  0.0474568   -11.833  < 2e-16 ***
DESTIN_SZG00514 -1.0601190  0.0483503   -21.926  < 2e-16 ***
DESTIN_SZG00515 -2.3279965  0.0552222   -42.157  < 2e-16 ***
DESTIN_SZG00530 -1.2746811  0.0554590   -22.984  < 2e-16 ***
DESTIN_SZG00531  1.0886608  0.0472281    23.051  < 2e-16 ***
DESTIN_SZG00532 -1.3289112  0.0476305   -27.900  < 2e-16 ***
DESTIN_SZG00533 -0.0988822  0.0469373    -2.107 0.035145 *  
DESTIN_SZG00534 -1.4472693  0.0472634   -30.621  < 2e-16 ***
DESTIN_SZG00536 -1.9021389  0.0501018   -37.965  < 2e-16 ***
DESTIN_SZG00537 -2.6578233  0.0576697   -46.087  < 2e-16 ***
DESTIN_SZG00538 -3.0052947  0.0633400   -47.447  < 2e-16 ***
DESTIN_SZG00539 -6.5423509  0.5792663   -11.294  < 2e-16 ***
DESTIN_SZG00551 -0.6007733  0.0501517   -11.979  < 2e-16 ***
DESTIN_SZG00552 -0.1357004  0.0480112    -2.826 0.004707 ** 
DESTIN_SZG00553 -2.0626794  0.0475957   -43.338  < 2e-16 ***
DESTIN_SZG00554 -2.0879184  0.0473341   -44.110  < 2e-16 ***
DESTIN_SZG00555 -0.8767678  0.0474455   -18.479  < 2e-16 ***
DESTIN_SZG00559 -3.4187476  0.0720518   -47.448  < 2e-16 ***
DESTIN_SZG00560 -0.7734909  0.0496685   -15.573  < 2e-16 ***
DESTIN_SZG00561 -3.0891624  0.0820202   -37.663  < 2e-16 ***
DESTIN_SZG00572 -1.4044652  0.0569722   -24.652  < 2e-16 ***
DESTIN_SZG00573  0.2234975  0.0479538     4.661 3.15e-06 ***
DESTIN_SZG00574 -1.7285965  0.0495934   -34.855  < 2e-16 ***
DESTIN_SZG00575  0.9469692  0.0468921    20.195  < 2e-16 ***
DESTIN_SZG00576 -1.7474174  0.0472740   -36.964  < 2e-16 ***
DESTIN_SZG00578 -5.4395444  0.1164855   -46.697  < 2e-16 ***
DESTIN_SZG00582 -3.5854989  0.0809682   -44.283  < 2e-16 ***
DESTIN_SZG00583 -5.1910334  0.2232140   -23.256  < 2e-16 ***
DESTIN_SZG00584 -1.7598879  0.0584850   -30.091  < 2e-16 ***
DESTIN_SZG00593 -1.9367878  0.0525263   -36.873  < 2e-16 ***
DESTIN_SZG00594 -0.7666586  0.0487524   -15.726  < 2e-16 ***
DESTIN_SZG00595 -0.9845518  0.0472050   -20.857  < 2e-16 ***
DESTIN_SZG00596 -1.5806219  0.0471285   -33.539  < 2e-16 ***
DESTIN_SZG00597 -2.1032434  0.0493416   -42.626  < 2e-16 ***
DESTIN_SZG00603 -3.0414076  0.0696220   -43.685  < 2e-16 ***
DESTIN_SZG00604 -2.3680084  0.0646052   -36.654  < 2e-16 ***
DESTIN_SZG00615 -1.7243485  0.0490713   -35.140  < 2e-16 ***
DESTIN_SZG00616 -1.0902073  0.0476053   -22.901  < 2e-16 ***
DESTIN_SZG00617 -2.3458559  0.0477345   -49.144  < 2e-16 ***
DESTIN_SZG00618 -1.6258400  0.0472537   -34.407  < 2e-16 ***
DESTIN_SZG00620 -1.6440519  0.0482351   -34.084  < 2e-16 ***
DESTIN_SZG00637 -1.7332877  0.0480763   -36.053  < 2e-16 ***
DESTIN_SZG00638 -1.6113286  0.0471987   -34.139  < 2e-16 ***
DESTIN_SZG00657 -0.3416325  0.0473704    -7.212 5.52e-13 ***
DESTIN_SZG00658 -1.0044525  0.0472354   -21.265  < 2e-16 ***
DESTIN_SZG00659 -1.3390238  0.0472034   -28.367  < 2e-16 ***
DESTIN_SZG00660 -0.7534230  0.0470286   -16.021  < 2e-16 ***
DESTIN_SZG00662 -1.3706275  0.0481876   -28.444  < 2e-16 ***
DESTIN_SZG00677 -0.2776290  0.0477685    -5.812 6.17e-09 ***
DESTIN_SZG00678 -2.2335798  0.0488488   -45.724  < 2e-16 ***
DESTIN_SZG00679 -0.7304659  0.0471226   -15.501  < 2e-16 ***
DESTIN_SZG00680  0.6810882  0.0469319    14.512  < 2e-16 ***
DESTIN_SZG00681 -3.0409611  0.0501618   -60.623  < 2e-16 ***
DESTIN_SZG00699 -0.8933591  0.0476766   -18.738  < 2e-16 ***
DESTIN_SZG00700 -1.2769852  0.0473387   -26.976  < 2e-16 ***
DESTIN_SZG00701 -3.5768026  0.0505891   -70.703  < 2e-16 ***
DESTIN_SZG00702 -1.0914823  0.0470993   -23.174  < 2e-16 ***
DESTIN_SZG00704 -1.8889832  0.0480136   -39.343  < 2e-16 ***
DESTIN_SZG00722 -2.1655028  0.0478476   -45.258  < 2e-16 ***
DESTIN_SZG00725 -4.2071507  0.0540255   -77.873  < 2e-16 ***
DESTIN_SZG00741 -0.2747129  0.0474066    -5.795 6.84e-09 ***
DESTIN_SZG00743 -3.7982864  0.0513100   -74.026  < 2e-16 ***
DESTIN_SZG00744 -1.0472576  0.0471122   -22.229  < 2e-16 ***
DESTIN_SZG00761  0.0010571  0.0476057     0.022 0.982285    
DESTIN_SZG00762 -1.9031676  0.0485416   -39.207  < 2e-16 ***
DESTIN_SZG00763 -3.5849464  0.0510888   -70.171  < 2e-16 ***
DESTIN_SZG00764 -0.4216604  0.0469946    -8.973  < 2e-16 ***
DESTIN_SZG00765 -1.9773625  0.0477762   -41.388  < 2e-16 ***
DESTIN_SZG00767 -1.6419319  0.0473794   -34.655  < 2e-16 ***
DESTIN_SZG00772 -2.5300951  0.0584598   -43.279  < 2e-16 ***
DESTIN_SZG00784 -3.2632126  0.0508801   -64.135  < 2e-16 ***
DESTIN_SZG00785 -1.4699436  0.0471873   -31.151  < 2e-16 ***
DESTIN_SZG00786 -1.4151454  0.0471342   -30.024  < 2e-16 ***
DESTIN_SZG00787 -1.9327521  0.0478365   -40.403  < 2e-16 ***
DESTIN_SZG00788 -3.3941926  0.0489146   -69.390  < 2e-16 ***
DESTIN_SZG00789 -3.7677840  0.0497937   -75.668  < 2e-16 ***
DESTIN_SZG00803 -1.2806344  0.0488551   -26.213  < 2e-16 ***
DESTIN_SZG00804 -0.7937305  0.0473380   -16.767  < 2e-16 ***
DESTIN_SZG00805  0.3030261  0.0469577     6.453 1.10e-10 ***
DESTIN_SZG00806 -1.6477099  0.0472267   -34.889  < 2e-16 ***
DESTIN_SZG00807 -1.5922821  0.0473894   -33.600  < 2e-16 ***
DESTIN_SZG00808 -3.3102436  0.0508480   -65.101  < 2e-16 ***
DESTIN_SZG00809 -1.8367185  0.0471932   -38.919  < 2e-16 ***
DESTIN_SZG00810 -2.2667929  0.0476775   -47.544  < 2e-16 ***
DESTIN_SZG00814 -1.5095090  0.0508234   -29.701  < 2e-16 ***
DESTIN_SZG00819  0.6976746  0.0490486    14.224  < 2e-16 ***
DESTIN_SZG00824 -0.9243246  0.0487543   -18.959  < 2e-16 ***
DESTIN_SZG00826 -1.3041730  0.0472556   -27.598  < 2e-16 ***
DESTIN_SZG00827 -1.5564571  0.0472760   -32.923  < 2e-16 ***
DESTIN_SZG00828 -1.3740604  0.0471210   -29.160  < 2e-16 ***
DESTIN_SZG00829 -1.9964091  0.0475890   -41.951  < 2e-16 ***
DESTIN_SZG00830 -3.2342309  0.0485716   -66.587  < 2e-16 ***
DESTIN_SZG00831  0.1401467  0.0469607     2.984 0.002842 ** 
DESTIN_SZG00832 -0.2447902  0.0470676    -5.201 1.98e-07 ***
DESTIN_SZG00835 -2.0178607  0.0508503   -39.682  < 2e-16 ***
DESTIN_SZG00844 -1.2816815  0.0501708   -25.546  < 2e-16 ***
DESTIN_SZG00846 -1.2830165  0.0473740   -27.083  < 2e-16 ***
DESTIN_SZG00847 -0.4855510  0.0470744   -10.315  < 2e-16 ***
DESTIN_SZG00848 -1.7493361  0.0472851   -36.996  < 2e-16 ***
DESTIN_SZG00849 -2.5008676  0.0475882   -52.552  < 2e-16 ***
DESTIN_SZG00850 -1.7458249  0.0472279   -36.966  < 2e-16 ***
DESTIN_SZG00851 -2.1045693  0.0472810   -44.512  < 2e-16 ***
DESTIN_SZG00852 -2.3692662  0.0476383   -49.734  < 2e-16 ***
DESTIN_SZG00853 -1.1552375  0.0476324   -24.253  < 2e-16 ***
DESTIN_SZG00854 -1.3238359  0.0489993   -27.017  < 2e-16 ***
DESTIN_SZG00855 -2.2594133  0.0508549   -44.429  < 2e-16 ***
DESTIN_SZG00856 -2.9359052  0.0564878   -51.974  < 2e-16 ***
DESTIN_SZG00866 -0.5865325  0.0479305   -12.237  < 2e-16 ***
DESTIN_SZG00867  0.0100527  0.0470904     0.213 0.830955    
DESTIN_SZG00868 -0.3709730  0.0471547    -7.867 3.63e-15 ***
DESTIN_SZG00869  0.3974124  0.0471551     8.428  < 2e-16 ***
DESTIN_SZG00870 -0.0502006  0.0469620    -1.069 0.285087    
DESTIN_SZG00871 -0.1017070  0.0470451    -2.162 0.030625 *  
DESTIN_SZG00872 -1.6279458  0.0472053   -34.486  < 2e-16 ***
DESTIN_SZG00873 -2.1053563  0.0475506   -44.276  < 2e-16 ***
DESTIN_SZG00874 -3.4595239  0.0487319   -70.991  < 2e-16 ***
DESTIN_SZG00875 -2.8618758  0.0547666   -52.256  < 2e-16 ***
DESTIN_SZG00876 -2.5385359  0.0506590   -50.110  < 2e-16 ***
DESTIN_SZG00877 -1.6677040  0.0490650   -33.990  < 2e-16 ***
DESTIN_SZG00887 -1.2171503  0.0475992   -25.571  < 2e-16 ***
DESTIN_SZG00888 -2.5520159  0.0487775   -52.320  < 2e-16 ***
DESTIN_SZG00889 -1.9526348  0.0485947   -40.182  < 2e-16 ***
DESTIN_SZG00890 -0.8890549  0.0471179   -18.869  < 2e-16 ***
DESTIN_SZG00891 -2.5149901  0.0490348   -51.290  < 2e-16 ***
DESTIN_SZG00893 -1.2684892  0.0470882   -26.939  < 2e-16 ***
DESTIN_SZG00894 -2.9377452  0.0483089   -60.812  < 2e-16 ***
DESTIN_SZG00895 -1.7106901  0.0478062   -35.784  < 2e-16 ***
DESTIN_SZG00896 -3.8953958  0.0556609   -69.984  < 2e-16 ***
DESTIN_SZG00897 -3.8311950  0.0542380   -70.637  < 2e-16 ***
DESTIN_SZG00898 -1.6916369  0.0490531   -34.486  < 2e-16 ***
DESTIN_SZG00908 -0.4128312  0.0480325    -8.595  < 2e-16 ***
DESTIN_SZG00909 -1.4010265  0.0473055   -29.617  < 2e-16 ***
DESTIN_SZG00910 -2.3967049  0.0483308   -49.590  < 2e-16 ***
DESTIN_SZG00911 -0.1182409  0.0470441    -2.513 0.011957 *  
DESTIN_SZG00912 -1.8086957  0.0474066   -38.153  < 2e-16 ***
DESTIN_SZG00915 -1.8489983  0.0472579   -39.126  < 2e-16 ***
DESTIN_SZG00917 -0.4589493  0.0472142    -9.721  < 2e-16 ***
DESTIN_SZG00918 -4.8133548  0.0615798   -78.164  < 2e-16 ***
DESTIN_SZG00919 -2.9760221  0.0491169   -60.591  < 2e-16 ***
DESTIN_SZG00928 -2.3465807  0.0498885   -47.037  < 2e-16 ***
DESTIN_SZG00929 -1.4318573  0.0473737   -30.225  < 2e-16 ***
DESTIN_SZG00930 -0.2467387  0.0470150    -5.248 1.54e-07 ***
DESTIN_SZG00931 -1.7682889  0.0479625   -36.868  < 2e-16 ***
DESTIN_SZG00932 -3.5511188  0.0528133   -67.239  < 2e-16 ***
DESTIN_SZG00933 -1.4085060  0.0474706   -29.671  < 2e-16 ***
DESTIN_SZG00934 -1.9007167  0.0475691   -39.957  < 2e-16 ***
DESTIN_SZG00935  0.2021300  0.0469488     4.305 1.67e-05 ***
DESTIN_SZG00938 -5.9697902  0.1803544   -33.100  < 2e-16 ***
DESTIN_SZG00939  0.4864970  0.0470282    10.345  < 2e-16 ***
DESTIN_SZG00940 -3.4555130  0.0504345   -68.515  < 2e-16 ***
DESTIN_SZG00949 -2.0146996  0.0490406   -41.082  < 2e-16 ***
DESTIN_SZG00950 -0.0719626  0.0471348    -1.527 0.126826    
DESTIN_SZG00951  0.7333422  0.0469497    15.620  < 2e-16 ***
DESTIN_SZG00952 -0.8911453  0.0474974   -18.762  < 2e-16 ***
DESTIN_SZG00953 -1.3506261  0.0476503   -28.345  < 2e-16 ***
DESTIN_SZG00954 -3.3422327  0.0498841   -67.000  < 2e-16 ***
DESTIN_SZG00955 -0.4705028  0.0470765    -9.994  < 2e-16 ***
DESTIN_SZG00956 -2.4803320  0.0477589   -51.934  < 2e-16 ***
DESTIN_SZG00957 -2.3016081  0.0476624   -48.290  < 2e-16 ***
DESTIN_SZG00959 -2.0742869  0.0519271   -39.946  < 2e-16 ***
DESTIN_SZG00961 -2.3215307  0.0484177   -47.948  < 2e-16 ***
DESTIN_SZG00962 -0.1997413  0.0471696    -4.235 2.29e-05 ***
DESTIN_SZG00970 -0.6853120  0.0472762   -14.496  < 2e-16 ***
DESTIN_SZG00971 -0.6650592  0.0470891   -14.123  < 2e-16 ***
DESTIN_SZG00972 -1.4449506  0.0473835   -30.495  < 2e-16 ***
DESTIN_SZG00974 -1.8626532  0.0480074   -38.799  < 2e-16 ***
DESTIN_SZG00975 -3.1106991  0.0495393   -62.793  < 2e-16 ***
DESTIN_SZG00976 -2.5662047  0.0481815   -53.261  < 2e-16 ***
DESTIN_SZG00977 -2.0787865  0.0473253   -43.926  < 2e-16 ***
DESTIN_SZG00978 -2.4554751  0.0481236   -51.024  < 2e-16 ***
DESTIN_SZG00982 -2.9662202  0.0481205   -61.642  < 2e-16 ***
DESTIN_SZG00983  2.4619355  0.0482746    50.999  < 2e-16 ***
DESTIN_SZG00984  1.4377046  0.0472596    30.421  < 2e-16 ***
DESTIN_SZG00991 -0.5846142  0.0473527   -12.346  < 2e-16 ***
DESTIN_SZG00992 -0.4755262  0.0471764   -10.080  < 2e-16 ***
DESTIN_SZG00993 -2.1507512  0.0478249   -44.971  < 2e-16 ***
DESTIN_SZG00994 -2.1226037  0.0481799   -44.056  < 2e-16 ***
DESTIN_SZG00995 -1.4586390  0.0475264   -30.691  < 2e-16 ***
DESTIN_SZG00996 -2.0803509  0.0480860   -43.263  < 2e-16 ***
DESTIN_SZG00997 -1.9519604  0.0487104   -40.073  < 2e-16 ***
DESTIN_SZG00998 -1.4838422  0.0472587   -31.398  < 2e-16 ***
DESTIN_SZG00999 -2.5704987  0.0479045   -53.659  < 2e-16 ***
DESTIN_SZG01001 -1.6125597  0.0493916   -32.648  < 2e-16 ***
DESTIN_SZG01003 -0.2565934  0.0470169    -5.457 4.83e-08 ***
DESTIN_SZG01004 -1.3869139  0.0471702   -29.402  < 2e-16 ***
DESTIN_SZG01011 -1.1625116  0.0483719   -24.033  < 2e-16 ***
DESTIN_SZG01012  0.3353467  0.0472558     7.096 1.28e-12 ***
DESTIN_SZG01013 -1.0859014  0.0474801   -22.871  < 2e-16 ***
DESTIN_SZG01014 -2.7057119  0.0494506   -54.715  < 2e-16 ***
DESTIN_SZG01015  0.0147725  0.0470625     0.314 0.753604    
DESTIN_SZG01016  0.0299270  0.0470274     0.636 0.524533    
DESTIN_SZG01018 -2.4089544  0.0484158   -49.756  < 2e-16 ***
DESTIN_SZG01019 -1.4276993  0.0472453   -30.219  < 2e-16 ***
DESTIN_SZG01023 -2.4620370  0.0486713   -50.585  < 2e-16 ***
DESTIN_SZG01024 -1.5813632  0.0473431   -33.402  < 2e-16 ***
DESTIN_SZG01025 -5.8336358  0.0798243   -73.081  < 2e-16 ***
DESTIN_SZG01033 -0.5158069  0.0473536   -10.893  < 2e-16 ***
DESTIN_SZG01034 -0.0056110  0.0470930    -0.119 0.905158    
DESTIN_SZG01035 -0.1762377  0.0471145    -3.741 0.000184 ***
DESTIN_SZG01036  0.2679986  0.0470326     5.698 1.21e-08 ***
DESTIN_SZG01037 -1.0820640  0.0472554   -22.898  < 2e-16 ***
DESTIN_SZG01043 -0.8503506  0.0481324   -17.667  < 2e-16 ***
DESTIN_SZG01045 -1.5980207  0.0472555   -33.817  < 2e-16 ***
DESTIN_SZG01046 -1.3080455  0.0472568   -27.680  < 2e-16 ***
DESTIN_SZG01053  0.3280366  0.0471155     6.962 3.35e-12 ***
DESTIN_SZG01054 -0.0478033  0.0471359    -1.014 0.310507    
DESTIN_SZG01055 -1.2395016  0.0475502   -26.067  < 2e-16 ***
DESTIN_SZG01056 -1.7876870  0.0481297   -37.143  < 2e-16 ***
DESTIN_SZG01064 -4.2297075  0.0989382   -42.751  < 2e-16 ***
DESTIN_SZG01066 -0.6672055  0.0470753   -14.173  < 2e-16 ***
DESTIN_SZG01067 -0.8014580  0.0473475   -16.927  < 2e-16 ***
DESTIN_SZG01074 -1.7978321  0.0487747   -36.860  < 2e-16 ***
DESTIN_SZG01075 -0.1863984  0.0472648    -3.944 8.02e-05 ***
DESTIN_SZG01076 -0.9516600  0.0473561   -20.096  < 2e-16 ***
DESTIN_SZG01077 -1.7884600  0.0479624   -37.289  < 2e-16 ***
DESTIN_SZG01079 -0.6602685  0.0472266   -13.981  < 2e-16 ***
DESTIN_SZG01085 -2.5224074  0.0732100   -34.454  < 2e-16 ***
DESTIN_SZG01087 -1.4568018  0.0472929   -30.804  < 2e-16 ***
DESTIN_SZG01088 -1.1593684  0.0472193   -24.553  < 2e-16 ***
DESTIN_SZG01094 -3.3096949  0.0672191   -49.237  < 2e-16 ***
DESTIN_SZG01095 -0.8929945  0.0488060   -18.297  < 2e-16 ***
DESTIN_SZG01096 -0.6027343  0.0492222   -12.245  < 2e-16 ***
DESTIN_SZG01097  0.0327716  0.0470651     0.696 0.486238    
DESTIN_SZG01098 -2.6977351  0.0516057   -52.276  < 2e-16 ***
DESTIN_SZG01099 -1.3193489  0.0474924   -27.780  < 2e-16 ***
DESTIN_SZG01105  0.5859597  0.0477346    12.275  < 2e-16 ***
DESTIN_SZG01106 -4.4886130  0.0969366   -46.305  < 2e-16 ***
DESTIN_SZG01107 -1.2072333  0.0474933   -25.419  < 2e-16 ***
DESTIN_SZG01108  1.0431531  0.0469569    22.215  < 2e-16 ***
DESTIN_SZG01109 -3.2528312  0.0513501   -63.346  < 2e-16 ***
DESTIN_SZG01116 -0.8797869  0.0476500   -18.464  < 2e-16 ***
DESTIN_SZG01117 -0.3072231  0.0473811    -6.484 8.93e-11 ***
DESTIN_SZG01118 -2.1125250  0.0500696   -42.192  < 2e-16 ***
DESTIN_SZG01119 -1.6970525  0.0479734   -35.375  < 2e-16 ***
DESTIN_SZG01120 -2.2885841  0.0497253   -46.025  < 2e-16 ***
DESTIN_SZG01129 -2.0257756  0.0475453   -42.607  < 2e-16 ***
DESTIN_SZG01130 -1.3667250  0.0472321   -28.936  < 2e-16 ***
DESTIN_SZG01131  0.1749744  0.0471935     3.708 0.000209 ***
DESTIN_SZG01136  0.4477141  0.0471120     9.503  < 2e-16 ***
DESTIN_SZG01138 -1.9916058  0.0497588   -40.025  < 2e-16 ***
DESTIN_SZG01139 -1.1541714  0.0473770   -24.361  < 2e-16 ***
DESTIN_SZG01141 -1.2060553  0.0474779   -25.402  < 2e-16 ***
DESTIN_SZG01148 -2.3657380  0.0552439   -42.824  < 2e-16 ***
DESTIN_SZG01149 -2.4248644  0.0487273   -49.764  < 2e-16 ***
DESTIN_SZG01150 -2.0084651  0.0473709   -42.399  < 2e-16 ***
DESTIN_SZG01151 -1.3059061  0.0473502   -27.580  < 2e-16 ***
DESTIN_SZG01158 -1.5188160  0.0480026   -31.640  < 2e-16 ***
DESTIN_SZG01159 -1.4083654  0.0476636   -29.548  < 2e-16 ***
DESTIN_SZG01160  0.0617368  0.0470587     1.312 0.189550    
DESTIN_SZG01171 -1.0558712  0.0472653   -22.339  < 2e-16 ***
DESTIN_SZG01172  0.2494495  0.0470060     5.307 1.12e-07 ***
DESTIN_SZG01173 -0.2940364  0.0471772    -6.233 4.59e-10 ***
DESTIN_SZG01174 -2.5989747  0.0626616   -41.476  < 2e-16 ***
DESTIN_SZG01178  0.6498039  0.0470163    13.821  < 2e-16 ***
DESTIN_SZG01179 -0.3664748  0.0471553    -7.772 7.75e-15 ***
DESTIN_SZG01180 -0.3840668  0.0471292    -8.149 3.66e-16 ***
DESTIN_SZG01181 -1.6057911  0.0477004   -33.664  < 2e-16 ***
DESTIN_SZG01183 -0.0962642  0.0471132    -2.043 0.041027 *  
DESTIN_SZG01190 -2.4070162  0.0549521   -43.802  < 2e-16 ***
DESTIN_SZG01192 -1.1287996  0.0472129   -23.909  < 2e-16 ***
DESTIN_SZG01193 -0.9330098  0.0472141   -19.761  < 2e-16 ***
DESTIN_SZG01194 -0.3491814  0.0472864    -7.384 1.53e-13 ***
DESTIN_SZG01200 -0.6985916  0.0473935   -14.740  < 2e-16 ***
DESTIN_SZG01201 -1.0110683  0.0474358   -21.314  < 2e-16 ***
DESTIN_SZG01203 -1.0311900  0.0474974   -21.710  < 2e-16 ***
DESTIN_SZG01204 -1.3258199  0.0476687   -27.813  < 2e-16 ***
DESTIN_SZG01211 -5.6979980  0.2814144   -20.248  < 2e-16 ***
DESTIN_SZG01214 -1.9998615  0.0476610   -41.960  < 2e-16 ***
DESTIN_SZG01215 -1.5648353  0.0481904   -32.472  < 2e-16 ***
DESTIN_SZG01216 -0.8610447  0.0479658   -17.951  < 2e-16 ***
DESTIN_SZG01220 -0.5180771  0.0472590   -10.963  < 2e-16 ***
DESTIN_SZG01221  0.0529660  0.0470604     1.125 0.260381    
DESTIN_SZG01222 -1.2465542  0.0484636   -25.721  < 2e-16 ***
DESTIN_SZG01223 -1.6736425  0.0481530   -34.757  < 2e-16 ***
DESTIN_SZG01224 -1.1065718  0.0475213   -23.286  < 2e-16 ***
DESTIN_SZG01231 -3.6502045  0.0740745   -49.277  < 2e-16 ***
DESTIN_SZG01232 -1.7866272  0.0528660   -33.795  < 2e-16 ***
DESTIN_SZG01235 -1.2155131  0.0472819   -25.708  < 2e-16 ***
DESTIN_SZG01236 -1.2454128  0.0476277   -26.149  < 2e-16 ***
DESTIN_SZG01241 -1.8792411  0.0482709   -38.931  < 2e-16 ***
DESTIN_SZG01242 -1.4279937  0.0477147   -29.928  < 2e-16 ***
DESTIN_SZG01243 -0.3215791  0.0471589    -6.819 9.16e-12 ***
DESTIN_SZG01246 -1.3828104  0.0476158   -29.041  < 2e-16 ***
DESTIN_SZG01256 -1.9139165  0.0476696   -40.150  < 2e-16 ***
DESTIN_SZG01257 -0.7696919  0.0473148   -16.267  < 2e-16 ***
DESTIN_SZG01258  0.1003458  0.0472011     2.126 0.033510 *  
DESTIN_SZG01262 -2.0744181  0.0485221   -42.752  < 2e-16 ***
DESTIN_SZG01263  0.2014187  0.0470124     4.284 1.83e-05 ***
DESTIN_SZG01264 -0.7409782  0.0474651   -15.611  < 2e-16 ***
DESTIN_SZG01265 -0.7441546  0.0474977   -15.667  < 2e-16 ***
DESTIN_SZG01266 -0.6733801  0.0473523   -14.221  < 2e-16 ***
DESTIN_SZG01267 -2.0467640  0.0495236   -41.329  < 2e-16 ***
DESTIN_SZG01272 -5.8453806  0.1200217   -48.703  < 2e-16 ***
DESTIN_SZG01273 -0.8583474  0.0474552   -18.088  < 2e-16 ***
DESTIN_SZG01277 -0.6344553  0.0471257   -13.463  < 2e-16 ***
DESTIN_SZG01278 -1.0003640  0.0473169   -21.142  < 2e-16 ***
DESTIN_SZG01283  0.6691571  0.0470100    14.234  < 2e-16 ***
DESTIN_SZG01284  0.2116471  0.0470464     4.499 6.84e-06 ***
DESTIN_SZG01285 -0.0583088  0.0470999    -1.238 0.215723    
DESTIN_SZG01286 -1.0412491  0.0478592   -21.757  < 2e-16 ***
DESTIN_SZG01289 -3.3735942  0.0598038   -56.411  < 2e-16 ***
DESTIN_SZG01293 -4.9580607  0.0874024   -56.727  < 2e-16 ***
DESTIN_SZG01294 -0.8657668  0.0476719   -18.161  < 2e-16 ***
DESTIN_SZG01295 -3.1721565  0.0519017   -61.119  < 2e-16 ***
DESTIN_SZG01298 -1.5035209  0.0474199   -31.707  < 2e-16 ***
DESTIN_SZG01299 -1.6977620  0.0477468   -35.558  < 2e-16 ***
DESTIN_SZG01304 -0.4585957  0.0472547    -9.705  < 2e-16 ***
DESTIN_SZG01305 -0.2766892  0.0470768    -5.877 4.17e-09 ***
DESTIN_SZG01307 -1.7508901  0.0506494   -34.569  < 2e-16 ***
DESTIN_SZG01308 -0.4306673  0.0471942    -9.125  < 2e-16 ***
DESTIN_SZG01310 -5.5953627  0.1947207   -28.735  < 2e-16 ***
DESTIN_SZG01316 -2.8338253  0.0494533   -57.303  < 2e-16 ***
DESTIN_SZG01317 -2.8525719  0.0486898   -58.587  < 2e-16 ***
DESTIN_SZG01318 -3.0065462  0.0494798   -60.763  < 2e-16 ***
DESTIN_SZG01319 -0.1062145  0.0470523    -2.257 0.023985 *  
DESTIN_SZG01320 -2.2398850  0.0487995   -45.900  < 2e-16 ***
DESTIN_SZG01324 -0.2202780  0.0494038    -4.459 8.24e-06 ***
DESTIN_SZG01325 -2.2678402  0.0489714   -46.309  < 2e-16 ***
DESTIN_SZG01326 -0.6580664  0.0472100   -13.939  < 2e-16 ***
DESTIN_SZG01327 -0.4924503  0.0471743   -10.439  < 2e-16 ***
DESTIN_SZG01328 -0.6647489  0.0473135   -14.050  < 2e-16 ***
DESTIN_SZG01329 -0.8227658  0.0476552   -17.265  < 2e-16 ***
DESTIN_SZG01330  0.3991907  0.0471618     8.464  < 2e-16 ***
DESTIN_SZG01331 -5.7258872  0.2624320   -21.819  < 2e-16 ***
DESTIN_SZG01333 -2.2567515  0.0494744   -45.615  < 2e-16 ***
DESTIN_SZG01334 -1.8512628  0.0486086   -38.085  < 2e-16 ***
DESTIN_SZG01335 -0.1992537  0.0472222    -4.219 2.45e-05 ***
DESTIN_SZG01336 -4.0333656  0.0729316   -55.303  < 2e-16 ***
DESTIN_SZG01337 -3.6819467  0.0553096   -66.570  < 2e-16 ***
DESTIN_SZG01338 -4.1390898  0.0539084   -76.780  < 2e-16 ***
DESTIN_SZG01339 -0.4081029  0.0470646    -8.671  < 2e-16 ***
DESTIN_SZG01340 -1.8208604  0.0477916   -38.100  < 2e-16 ***
DESTIN_SZG01341 -5.7683535  0.1070945   -53.862  < 2e-16 ***
DESTIN_SZG01346 -0.6797336  0.0474227   -14.334  < 2e-16 ***
DESTIN_SZG01347  0.5721168  0.0470318    12.164  < 2e-16 ***
DESTIN_SZG01348 -0.8423814  0.0473409   -17.794  < 2e-16 ***
DESTIN_SZG01349  0.0669067  0.0471700     1.418 0.156069    
DESTIN_SZG01350 -1.5705689  0.0485290   -32.364  < 2e-16 ***
DESTIN_SZG01353 -0.7476026  0.0472926   -15.808  < 2e-16 ***
DESTIN_SZG01354 -2.0896034  0.0483476   -43.220  < 2e-16 ***
DESTIN_SZG01355 -1.9357656  0.0481539   -40.200  < 2e-16 ***
DESTIN_SZG01357 -2.5306011  0.0504414   -50.169  < 2e-16 ***
DESTIN_SZG01358 -0.4281359  0.0470618    -9.097  < 2e-16 ***
DESTIN_SZG01359 -1.8359352  0.0473712   -38.756  < 2e-16 ***
DESTIN_SZG01360 -2.0040978  0.0474854   -42.204  < 2e-16 ***
DESTIN_SZG01361 -1.6735080  0.0477292   -35.063  < 2e-16 ***
DESTIN_SZG01362 -3.2091899  0.0551870   -58.151  < 2e-16 ***
DESTIN_SZG01368 -1.5264262  0.0477186   -31.988  < 2e-16 ***
DESTIN_SZG01369 -1.4359729  0.0476601   -30.129  < 2e-16 ***
DESTIN_SZG01370  0.2745472  0.0470244     5.838 5.27e-09 ***
DESTIN_SZG01371 -0.8471687  0.0474992   -17.835  < 2e-16 ***
DESTIN_SZG01372 -0.7935097  0.0473947   -16.743  < 2e-16 ***
DESTIN_SZG01373 -3.6675408  0.0570252   -64.314  < 2e-16 ***
DESTIN_SZG01374 -2.4758604  0.0490217   -50.505  < 2e-16 ***
DESTIN_SZG01375 -0.6273971  0.0474519   -13.222  < 2e-16 ***
DESTIN_SZG01376 -2.4149457  0.0498501   -48.444  < 2e-16 ***
DESTIN_SZG01379 -5.0819947  0.0786651   -64.603  < 2e-16 ***
DESTIN_SZG01380  0.2265100  0.0469898     4.820 1.43e-06 ***
DESTIN_SZG01381  0.3980915  0.0469786     8.474  < 2e-16 ***
DESTIN_SZG01382 -0.3926583  0.0471326    -8.331  < 2e-16 ***
DESTIN_SZG01383 -3.2562422  0.0508550   -64.030  < 2e-16 ***
DESTIN_SZG01388 -0.7525673  0.0473084   -15.908  < 2e-16 ***
DESTIN_SZG01389 -1.0586963  0.0474330   -22.320  < 2e-16 ***
DESTIN_SZG01390 -0.7625565  0.0473768   -16.096  < 2e-16 ***
DESTIN_SZG01391 -0.0712123  0.0471430    -1.511 0.130900    
DESTIN_SZG01392 -0.8286315  0.0485014   -17.085  < 2e-16 ***
DESTIN_SZG01393 -1.3899295  0.0476553   -29.166  < 2e-16 ***
DESTIN_SZG01394 -0.9486907  0.0472813   -20.065  < 2e-16 ***
DESTIN_SZG01395 -1.3381432  0.0474150   -28.222  < 2e-16 ***
DESTIN_SZG01396 -0.6962237  0.0471886   -14.754  < 2e-16 ***
DESTIN_SZG01397 -1.5864627  0.0475067   -33.394  < 2e-16 ***
DESTIN_SZG01398 -1.9733087  0.0489021   -40.352  < 2e-16 ***
DESTIN_SZG01400 -2.5662859  0.0482135   -53.228  < 2e-16 ***
DESTIN_SZG01401 -0.7359834  0.0470356   -15.647  < 2e-16 ***
DESTIN_SZG01402 -1.4874822  0.0472306   -31.494  < 2e-16 ***
DESTIN_SZG01404 -1.9158921  0.0517967   -36.989  < 2e-16 ***
DESTIN_SZG01410  0.2342539  0.0470434     4.980 6.37e-07 ***
DESTIN_SZG01411 -0.6244814  0.0473825   -13.180  < 2e-16 ***
DESTIN_SZG01412  0.0098418  0.0470631     0.209 0.834355    
DESTIN_SZG01413 -0.4444020  0.0471940    -9.416  < 2e-16 ***
DESTIN_SZG01414 -0.8977685  0.0472457   -19.002  < 2e-16 ***
DESTIN_SZG01415 -0.6273128  0.0471976   -13.291  < 2e-16 ***
DESTIN_SZG01416 -1.1001646  0.0473755   -23.222  < 2e-16 ***
DESTIN_SZG01417 -1.1261604  0.0472357   -23.841  < 2e-16 ***
DESTIN_SZG01418 -1.0778315  0.0472339   -22.819  < 2e-16 ***
DESTIN_SZG01419 -1.5067462  0.0475289   -31.702  < 2e-16 ***
DESTIN_SZG01422 -1.9119221  0.0473237   -40.401  < 2e-16 ***
DESTIN_SZG01423 -1.3664137  0.0472078   -28.945  < 2e-16 ***
DESTIN_SZG01430 -0.0257457  0.0471395    -0.546 0.584956    
DESTIN_SZG01431  0.3867866  0.0470250     8.225  < 2e-16 ***
DESTIN_SZG01432 -0.0523354  0.0470636    -1.112 0.266131    
DESTIN_SZG01433 -0.9589777  0.0477805   -20.070  < 2e-16 ***
DESTIN_SZG01434  0.0526122  0.0470651     1.118 0.263627    
DESTIN_SZG01435 -0.5359811  0.0471215   -11.374  < 2e-16 ***
DESTIN_SZG01436 -1.8946369  0.0480639   -39.419  < 2e-16 ***
DESTIN_SZG01437 -1.2165149  0.0473148   -25.711  < 2e-16 ***
DESTIN_SZG01438 -0.7009768  0.0470843   -14.888  < 2e-16 ***
DESTIN_SZG01439  0.0918097  0.0470246     1.952 0.050893 .  
DESTIN_SZG01440 -0.5676046  0.0472933   -12.002  < 2e-16 ***
DESTIN_SZG01442 -3.5321846  0.0497356   -71.019  < 2e-16 ***
DESTIN_SZG01443 -1.7648272  0.0472854   -37.323  < 2e-16 ***
DESTIN_SZG01444 -0.7545956  0.0473011   -15.953  < 2e-16 ***
DESTIN_SZG01452  0.6116464  0.0469965    13.015  < 2e-16 ***
DESTIN_SZG01453 -0.1904578  0.0471486    -4.040 5.36e-05 ***
DESTIN_SZG01454 -1.2734340  0.0481912   -26.425  < 2e-16 ***
DESTIN_SZG01455 -0.7561040  0.0474055   -15.950  < 2e-16 ***
DESTIN_SZG01456 -0.7334787  0.0472375   -15.527  < 2e-16 ***
DESTIN_SZG01457 -0.1405184  0.0471023    -2.983 0.002852 ** 
DESTIN_SZG01458  0.7579044  0.0469624    16.139  < 2e-16 ***
DESTIN_SZG01459 -1.9907036  0.0475817   -41.838  < 2e-16 ***
DESTIN_SZG01460 -0.8045253  0.0470965   -17.083  < 2e-16 ***
DESTIN_SZG01461 -0.9562740  0.0473529   -20.195  < 2e-16 ***
DESTIN_SZG01464 -1.9087997  0.0474474   -40.230  < 2e-16 ***
DESTIN_SZG01465 -2.6446626  0.0480746   -55.012  < 2e-16 ***
DESTIN_SZG01472 -0.4498422  0.0474125    -9.488  < 2e-16 ***
DESTIN_SZG01473  0.4565237  0.0470281     9.707  < 2e-16 ***
DESTIN_SZG01474  0.2479014  0.0470093     5.273 1.34e-07 ***
DESTIN_SZG01475 -0.0374394  0.0470682    -0.795 0.426364    
DESTIN_SZG01476 -1.1006879  0.0474164   -23.213  < 2e-16 ***
DESTIN_SZG01477  0.6957817  0.0469530    14.819  < 2e-16 ***
DESTIN_SZG01478 -0.9909428  0.0471696   -21.008  < 2e-16 ***
DESTIN_SZG01479 -1.8459220  0.0474711   -38.885  < 2e-16 ***
DESTIN_SZG01480  0.5081092  0.0469624    10.819  < 2e-16 ***
DESTIN_SZG01481 -0.9730226  0.0472588   -20.589  < 2e-16 ***
DESTIN_SZG01482  0.0140231  0.0471428     0.297 0.766115    
DESTIN_SZG01485 -3.1190757  0.0485397   -64.258  < 2e-16 ***
DESTIN_SZG01494  0.2451190  0.0470752     5.207 1.92e-07 ***
DESTIN_SZG01495 -0.6565182  0.0472508   -13.894  < 2e-16 ***
DESTIN_SZG01496  0.2200311  0.0470163     4.680 2.87e-06 ***
DESTIN_SZG01497 -1.1016913  0.0474367   -23.224  < 2e-16 ***
DESTIN_SZG01498 -0.9445491  0.0472829   -19.977  < 2e-16 ***
DESTIN_SZG01499 -0.7633535  0.0470997   -16.207  < 2e-16 ***
DESTIN_SZG01500 -1.1485929  0.0476356   -24.112  < 2e-16 ***
DESTIN_SZG01501 -0.5156843  0.0470580   -10.958  < 2e-16 ***
DESTIN_SZG01502 -0.6153376  0.0470911   -13.067  < 2e-16 ***
DESTIN_SZG01506 -4.9607619  0.0785324   -63.168  < 2e-16 ***
DESTIN_SZG01515 -0.6834079  0.0488429   -13.992  < 2e-16 ***
DESTIN_SZG01516  0.3223993  0.0470115     6.858 6.99e-12 ***
DESTIN_SZG01517 -0.6830573  0.0473235   -14.434  < 2e-16 ***
DESTIN_SZG01518 -1.4347013  0.0475290   -30.186  < 2e-16 ***
DESTIN_SZG01519 -1.3451527  0.0475660   -28.280  < 2e-16 ***
DESTIN_SZG01520 -1.0040249  0.0471844   -21.279  < 2e-16 ***
DESTIN_SZG01521 -1.5754420  0.0474669   -33.190  < 2e-16 ***
DESTIN_SZG01522 -0.8010394  0.0471384   -16.993  < 2e-16 ***
DESTIN_SZG01523  0.4673369  0.0471006     9.922  < 2e-16 ***
DESTIN_SZG01524 -1.8602401  0.0482786   -38.531  < 2e-16 ***
DESTIN_SZG01527 -4.1547718  0.0549166   -75.656  < 2e-16 ***
DESTIN_SZG01535 -0.9923625  0.0712674   -13.925  < 2e-16 ***
DESTIN_SZG01536 -1.8743210  0.0516302   -36.303  < 2e-16 ***
DESTIN_SZG01537 -0.2110403  0.0472381    -4.468 7.91e-06 ***
DESTIN_SZG01538 -0.4605237  0.0471542    -9.766  < 2e-16 ***
DESTIN_SZG01539 -0.4817496  0.0471007   -10.228  < 2e-16 ***
DESTIN_SZG01540 -1.2959984  0.0472745   -27.414  < 2e-16 ***
DESTIN_SZG01541 -0.2999014  0.0473517    -6.333 2.40e-10 ***
DESTIN_SZG01542 -1.5355905  0.0478393   -32.099  < 2e-16 ***
DESTIN_SZG01543 -1.7114803  0.0534961   -31.993  < 2e-16 ***
DESTIN_SZG01544 -1.4944768  0.0477341   -31.308  < 2e-16 ***
DESTIN_SZG01547 -2.2898633  0.0491725   -46.568  < 2e-16 ***
DESTIN_SZG01556 -1.3772114  0.0762810   -18.054  < 2e-16 ***
DESTIN_SZG01557 -1.3870168  0.0494431   -28.053  < 2e-16 ***
DESTIN_SZG01558 -0.5050443  0.0484758   -10.418  < 2e-16 ***
DESTIN_SZG01559  0.0556769  0.0470416     1.184 0.236584    
DESTIN_SZG01560 -0.0213894  0.0470367    -0.455 0.649297    
DESTIN_SZG01561 -0.8308144  0.0473132   -17.560  < 2e-16 ***
DESTIN_SZG01562 -3.0381588  0.0497606   -61.055  < 2e-16 ***
DESTIN_SZG01563 -2.0433091  0.0477526   -42.789  < 2e-16 ***
DESTIN_SZG01564 -1.7290886  0.0475887   -36.334  < 2e-16 ***
DESTIN_SZG01565 -1.1034718  0.0472936   -23.332  < 2e-16 ***
DESTIN_SZG01566 -2.9005094  0.0496390   -58.432  < 2e-16 ***
DESTIN_SZG01567 -2.7452753  0.0499939   -54.912  < 2e-16 ***
DESTIN_SZG01568 -1.8965402  0.0484230   -39.166  < 2e-16 ***
DESTIN_SZG01578 -2.2399289  0.1114758   -20.093  < 2e-16 ***
DESTIN_SZG01580 -2.7196776  0.0525136   -51.790  < 2e-16 ***
DESTIN_SZG01581 -0.4211763  0.0471163    -8.939  < 2e-16 ***
DESTIN_SZG01582 -0.2924762  0.0470481    -6.217 5.08e-10 ***
DESTIN_SZG01583 -2.2032098  0.0509576   -43.236  < 2e-16 ***
DESTIN_SZG01584 -2.0285966  0.0483945   -41.918  < 2e-16 ***
DESTIN_SZG01585 -1.3789368  0.0474890   -29.037  < 2e-16 ***
DESTIN_SZG01586 -0.7649343  0.0471680   -16.217  < 2e-16 ***
DESTIN_SZG01589 -2.3907358  0.0486170   -49.175  < 2e-16 ***
DESTIN_SZG01590 -1.8867834  0.0486930   -38.749  < 2e-16 ***
DESTIN_SZG01600 -0.9673943  0.0490507   -19.722  < 2e-16 ***
DESTIN_SZG01601 -1.3738659  0.0474147   -28.976  < 2e-16 ***
DESTIN_SZG01602 -1.0074776  0.0473354   -21.284  < 2e-16 ***
DESTIN_SZG01603  0.0351464  0.0470502     0.747 0.455066    
DESTIN_SZG01604 -2.2044379  0.0479808   -45.944  < 2e-16 ***
DESTIN_SZG01605 -1.1676361  0.0472267   -24.724  < 2e-16 ***
DESTIN_SZG01606 -1.9327548  0.0487364   -39.657  < 2e-16 ***
DESTIN_SZG01607 -0.6615893  0.0470842   -14.051  < 2e-16 ***
DESTIN_SZG01608 -1.3498245  0.0473014   -28.537  < 2e-16 ***
DESTIN_SZG01609 -0.6727704  0.0471666   -14.264  < 2e-16 ***
DESTIN_SZG01610 -2.7757309  0.0534205   -51.960  < 2e-16 ***
DESTIN_SZG01622 -0.7782276  0.0482843   -16.118  < 2e-16 ***
DESTIN_SZG01623 -0.3815315  0.0470745    -8.105 5.28e-16 ***
DESTIN_SZG01624  0.1923275  0.0470395     4.089 4.34e-05 ***
DESTIN_SZG01625 -0.7537260  0.0472176   -15.963  < 2e-16 ***
DESTIN_SZG01626  0.9786223  0.0469470    20.845  < 2e-16 ***
DESTIN_SZG01627 -2.1831819  0.0476933   -45.775  < 2e-16 ***
DESTIN_SZG01628 -0.0852886  0.0470248    -1.814 0.069725 .  
DESTIN_SZG01629 -3.0688137  0.0489341   -62.713  < 2e-16 ***
DESTIN_SZG01630 -2.7233006  0.0482385   -56.455  < 2e-16 ***
DESTIN_SZG01631 -3.1814941  0.0504899   -63.012  < 2e-16 ***
DESTIN_SZG01642 -3.2370525  0.0567145   -57.076  < 2e-16 ***
DESTIN_SZG01643 -0.8770509  0.0472396   -18.566  < 2e-16 ***
DESTIN_SZG01644 -0.9812705  0.0475557   -20.634  < 2e-16 ***
DESTIN_SZG01645 -1.0170959  0.0472911   -21.507  < 2e-16 ***
DESTIN_SZG01646 -0.8224731  0.0475101   -17.312  < 2e-16 ***
DESTIN_SZG01647 -1.4580100  0.0472671   -30.846  < 2e-16 ***
DESTIN_SZG01648 -1.4527893  0.0472364   -30.756  < 2e-16 ***
DESTIN_SZG01649 -0.8310553  0.0470752   -17.654  < 2e-16 ***
DESTIN_SZG01650 -1.7536181  0.0474773   -36.936  < 2e-16 ***
DESTIN_SZG01664 -5.2823157  0.1254195   -42.117  < 2e-16 ***
DESTIN_SZG01665 -0.2424326  0.0470575    -5.152 2.58e-07 ***
DESTIN_SZG01666 -0.2357255  0.0470569    -5.009 5.46e-07 ***
DESTIN_SZG01667 -1.2954380  0.0494625   -26.190  < 2e-16 ***
DESTIN_SZG01668 -1.4598320  0.0473590   -30.825  < 2e-16 ***
DESTIN_SZG01670 -1.0722348  0.0471101   -22.760  < 2e-16 ***
DESTIN_SZG01671 -1.4125902  0.0480360   -29.407  < 2e-16 ***
DESTIN_SZG01672 -2.4522592  0.0483069   -50.764  < 2e-16 ***
DESTIN_SZG01684 -0.7383490  0.0478231   -15.439  < 2e-16 ***
DESTIN_SZG01685 -1.6696117  0.0476680   -35.026  < 2e-16 ***
DESTIN_SZG01686 -0.9071685  0.0472270   -19.209  < 2e-16 ***
DESTIN_SZG01687 -0.6603765  0.0473617   -13.943  < 2e-16 ***
DESTIN_SZG01688 -1.3841961  0.0473536   -29.231  < 2e-16 ***
DESTIN_SZG01689 -2.1704885  0.0478598   -45.351  < 2e-16 ***
DESTIN_SZG01690 -2.8409421  0.0485254   -58.545  < 2e-16 ***
DESTIN_SZG01691 -1.0111266  0.0471052   -21.465  < 2e-16 ***
DESTIN_SZG01692 -2.8660143  0.0487980   -58.732  < 2e-16 ***
DESTIN_SZG01706 -1.0150940  0.0474982   -21.371  < 2e-16 ***
DESTIN_SZG01707 -1.7389063  0.0475593   -36.563  < 2e-16 ***
DESTIN_SZG01708 -1.1159761  0.0472839   -23.602  < 2e-16 ***
DESTIN_SZG01709 -0.4561572  0.0471096    -9.683  < 2e-16 ***
DESTIN_SZG01710 -0.6870189  0.0471554   -14.569  < 2e-16 ***
DESTIN_SZG01711 -0.0726546  0.0470183    -1.545 0.122288    
DESTIN_SZG01712 -0.9974071  0.0470874   -21.182  < 2e-16 ***
DESTIN_SZG01713 -3.3706850  0.0492653   -68.419  < 2e-16 ***
DESTIN_SZG01714 -2.0147282  0.0475904   -42.335  < 2e-16 ***
DESTIN_SZG01727 -0.4994576  0.0471940   -10.583  < 2e-16 ***
DESTIN_SZG01728 -0.4604709  0.0470960    -9.777  < 2e-16 ***
DESTIN_SZG01729 -0.3370682  0.0470727    -7.161 8.03e-13 ***
DESTIN_SZG01730 -1.5560648  0.0476693   -32.643  < 2e-16 ***
DESTIN_SZG01731 -0.8915233  0.0471655   -18.902  < 2e-16 ***
DESTIN_SZG01732 -1.1066834  0.0471123   -23.490  < 2e-16 ***
DESTIN_SZG01733 -2.3190098  0.0475629   -48.757  < 2e-16 ***
DESTIN_SZG01734 -1.1797989  0.0471366   -25.029  < 2e-16 ***
DESTIN_SZG01735 -1.8702162  0.0489517   -38.205  < 2e-16 ***
DESTIN_SZG01748 -1.4842020  0.0476900   -31.122  < 2e-16 ***
DESTIN_SZG01749 -0.2647728  0.0470498    -5.628 1.83e-08 ***
DESTIN_SZG01750 -0.3797889  0.0470748    -8.068 7.16e-16 ***
DESTIN_SZG01751 -0.8433926  0.0472809   -17.838  < 2e-16 ***
DESTIN_SZG01753 -0.6935968  0.0471004   -14.726  < 2e-16 ***
DESTIN_SZG01754  0.2435055  0.0469663     5.185 2.16e-07 ***
DESTIN_SZG01755 -0.5955639  0.0470247   -12.665  < 2e-16 ***
DESTIN_SZG01756 -1.6188910  0.0472163   -34.287  < 2e-16 ***
DESTIN_SZG01757 -3.9618153  0.0518479   -76.412  < 2e-16 ***
DESTIN_SZG01769 -1.0087320  0.0473171   -21.319  < 2e-16 ***
DESTIN_SZG01770 -1.2245779  0.0473562   -25.859  < 2e-16 ***
DESTIN_SZG01771 -0.2348561  0.0471407    -4.982 6.29e-07 ***
DESTIN_SZG01772  0.7344615  0.0474061    15.493  < 2e-16 ***
DESTIN_SZG01774 -1.8445705  0.0473904   -38.923  < 2e-16 ***
DESTIN_SZG01775 -2.2978515  0.0475464   -48.329  < 2e-16 ***
DESTIN_SZG01776  0.0140711  0.0469767     0.300 0.764533    
DESTIN_SZG01777 -2.1156639  0.0474477   -44.589  < 2e-16 ***
DESTIN_SZG01778 -3.0507991  0.0513709   -59.388  < 2e-16 ***
DESTIN_SZG01790 -0.1763095  0.0471445    -3.740 0.000184 ***
DESTIN_SZG01791 -0.7807337  0.0472376   -16.528  < 2e-16 ***
DESTIN_SZG01792 -0.6829557  0.0474045   -14.407  < 2e-16 ***
DESTIN_SZG01793 -0.6706274  0.0472202   -14.202  < 2e-16 ***
DESTIN_SZG01794  1.0312777  0.0474599    21.729  < 2e-16 ***
DESTIN_SZG01795 -3.2859703  0.0515523   -63.741  < 2e-16 ***
DESTIN_SZG01796 -1.2156082  0.0471993   -25.755  < 2e-16 ***
DESTIN_SZG01797 -1.5728280  0.0472073   -33.317  < 2e-16 ***
DESTIN_SZG01798 -1.5056298  0.0471798   -31.913  < 2e-16 ***
DESTIN_SZG01799 -2.4877107  0.0478042   -52.040  < 2e-16 ***
DESTIN_SZG01800 -4.1486086  0.0691633   -59.983  < 2e-16 ***
DESTIN_SZG01811 -1.2156263  0.0474754   -25.605  < 2e-16 ***
DESTIN_SZG01812  0.1509328  0.0470039     3.211 0.001322 ** 
DESTIN_SZG01813  0.2913972  0.0469996     6.200 5.65e-10 ***
DESTIN_SZG01817 -2.7735138  0.0483499   -57.363  < 2e-16 ***
DESTIN_SZG01818 -2.0179459  0.0472882   -42.673  < 2e-16 ***
DESTIN_SZG01819 -0.1713228  0.0469921    -3.646 0.000267 ***
DESTIN_SZG01820 -4.9100337  0.0626681   -78.350  < 2e-16 ***
DESTIN_SZG01832  0.0860088  0.0470725     1.827 0.067676 .  
DESTIN_SZG01833 -1.3009824  0.0473838   -27.456  < 2e-16 ***
DESTIN_SZG01834 -1.3913658  0.0473575   -29.380  < 2e-16 ***
DESTIN_SZG01835 -1.2840869  0.0474679   -27.052  < 2e-16 ***
DESTIN_SZG01837 -1.4480646  0.0488538   -29.641  < 2e-16 ***
DESTIN_SZG01839 -2.8190831  0.0482683   -58.404  < 2e-16 ***
DESTIN_SZG01840 -0.1437183  0.0470043    -3.058 0.002231 ** 
DESTIN_SZG01841 -3.6760175  0.0519867   -70.711  < 2e-16 ***
DESTIN_SZG01842 -1.3317745  0.0495995   -26.851  < 2e-16 ***
DESTIN_SZG01853 -0.9327128  0.0472439   -19.743  < 2e-16 ***
DESTIN_SZG01854 -0.6676713  0.0471621   -14.157  < 2e-16 ***
DESTIN_SZG01855 -0.3014253  0.0471046    -6.399 1.56e-10 ***
DESTIN_SZG01858 -0.3895410  0.0476544    -8.174 2.98e-16 ***
DESTIN_SZG01860 -2.1158906  0.0502206   -42.132  < 2e-16 ***
DESTIN_SZG01861 -1.8322552  0.0473271   -38.715  < 2e-16 ***
DESTIN_SZG01874 -1.2627662  0.0478003   -26.418  < 2e-16 ***
DESTIN_SZG01875 -2.9322002  0.0508391   -57.676  < 2e-16 ***
DESTIN_SZG01876 -1.7108834  0.0516904   -33.099  < 2e-16 ***
DESTIN_SZG01877 -0.5057899  0.0471399   -10.730  < 2e-16 ***
DESTIN_SZG01880 -1.2938566  0.0489508   -26.432  < 2e-16 ***
DESTIN_SZG01882 -1.7437725  0.0473204   -36.850  < 2e-16 ***
DESTIN_SZG01883 -2.6822058  0.0506989   -52.905  < 2e-16 ***
DESTIN_SZG01895 -0.6351558  0.0472050   -13.455  < 2e-16 ***
DESTIN_SZG01896 -1.6077622  0.0475370   -33.821  < 2e-16 ***
DESTIN_SZG01897 -2.2769073  0.0483110   -47.130  < 2e-16 ***
DESTIN_SZG01898 -2.7044641  0.0525965   -51.419  < 2e-16 ***
DESTIN_SZG01901 -1.8039577  0.0513384   -35.139  < 2e-16 ***
DESTIN_SZG01903 -3.1930449  0.0499300   -63.950  < 2e-16 ***
DESTIN_SZG01917 -1.6359880  0.0476950   -34.301  < 2e-16 ***
DESTIN_SZG01918 -0.4473564  0.0473022    -9.457  < 2e-16 ***
DESTIN_SZG01919 -0.3695386  0.0471129    -7.844 4.38e-15 ***
DESTIN_SZG01922 -0.5230051  0.0479892   -10.898  < 2e-16 ***
DESTIN_SZG01924 -3.1428123  0.0504754   -62.264  < 2e-16 ***
DESTIN_SZG01937 -1.1196568  0.0474980   -23.573  < 2e-16 ***
DESTIN_SZG01938 -0.3018408  0.0471003    -6.408 1.47e-10 ***
DESTIN_SZG01939 -1.4050154  0.0475770   -29.531  < 2e-16 ***
DESTIN_SZG01942 -2.0775679  0.0509713   -40.760  < 2e-16 ***
DESTIN_SZG01959 -1.4783056  0.0477748   -30.943  < 2e-16 ***
DESTIN_SZG01960  0.8751475  0.0469552    18.638  < 2e-16 ***
DESTIN_SZG01961 -1.8075415  0.0479381   -37.706  < 2e-16 ***
DESTIN_SZG01962 -0.9710498  0.0472932   -20.533  < 2e-16 ***
DESTIN_SZG01964 -0.3250392  0.0482496    -6.737 1.62e-11 ***
DESTIN_SZG01979 -1.1447300  0.0476441   -24.027  < 2e-16 ***
DESTIN_SZG01980 -1.3297920  0.0473557   -28.081  < 2e-16 ***
DESTIN_SZG01981 -1.4308686  0.0474470   -30.157  < 2e-16 ***
DESTIN_SZG01982 -0.7503627  0.0474265   -15.822  < 2e-16 ***
DESTIN_SZG01983 -1.0618851  0.0472941   -22.453  < 2e-16 ***
DESTIN_SZG01984 -0.9499000  0.0473060   -20.080  < 2e-16 ***
DESTIN_SZG01985 -0.7398587  0.0472320   -15.664  < 2e-16 ***
DESTIN_SZG02001 -1.0500858  0.0473476   -22.178  < 2e-16 ***
DESTIN_SZG02002 -0.8917270  0.0471498   -18.913  < 2e-16 ***
DESTIN_SZG02003 -0.3601488  0.0470893    -7.648 2.04e-14 ***
DESTIN_SZG02004 -0.1837609  0.0470801    -3.903 9.49e-05 ***
DESTIN_SZG02005 -1.1549002  0.0473109   -24.411  < 2e-16 ***
DESTIN_SZG02006 -0.2585487  0.0471152    -5.488 4.07e-08 ***
DESTIN_SZG02007 -3.5753128  0.0546442   -65.429  < 2e-16 ***
DESTIN_SZG02022 -0.4834704  0.0473236   -10.216  < 2e-16 ***
DESTIN_SZG02023 -0.5357226  0.0471262   -11.368  < 2e-16 ***
DESTIN_SZG02024 -0.2149932  0.0470530    -4.569 4.90e-06 ***
DESTIN_SZG02025 -1.5097730  0.0473369   -31.894  < 2e-16 ***
DESTIN_SZG02026 -2.1421576  0.0482249   -44.420  < 2e-16 ***
DESTIN_SZG02027 -0.2599531  0.0471015    -5.519 3.41e-08 ***
DESTIN_SZG02043 -1.8548613  0.0481210   -38.546  < 2e-16 ***
DESTIN_SZG02044 -1.1375822  0.0472939   -24.053  < 2e-16 ***
DESTIN_SZG02045 -1.6881512  0.0484012   -34.878  < 2e-16 ***
DESTIN_SZG02046 -0.2135522  0.0470280    -4.541 5.60e-06 ***
DESTIN_SZG02047 -2.0568042  0.0477484   -43.076  < 2e-16 ***
DESTIN_SZG02048 -1.7911189  0.0476215   -37.612  < 2e-16 ***
DESTIN_SZG02049 -3.6429829  0.0542393   -67.165  < 2e-16 ***
DESTIN_SZG02064 -1.2017785  0.0474474   -25.329  < 2e-16 ***
DESTIN_SZG02065 -1.4809468  0.0475157   -31.168  < 2e-16 ***
DESTIN_SZG02066 -3.3897045  0.0563557   -60.148  < 2e-16 ***
DESTIN_SZG02067  1.3106465  0.0469456    27.918  < 2e-16 ***
DESTIN_SZG02068 -2.0131939  0.0485226   -41.490  < 2e-16 ***
DESTIN_SZG02069 -1.5633068  0.0475952   -32.846  < 2e-16 ***
DESTIN_SZG02085 -1.1496210  0.0475374   -24.184  < 2e-16 ***
DESTIN_SZG02086  0.3443472  0.0470391     7.320 2.47e-13 ***
DESTIN_SZG02087  0.0596185  0.0470607     1.267 0.205212    
DESTIN_SZG02088 -1.1837631  0.0472321   -25.063  < 2e-16 ***
DESTIN_SZG02089 -1.7535702  0.0477530   -36.722  < 2e-16 ***
DESTIN_SZG02090  0.9542363  0.0469664    20.317  < 2e-16 ***
DESTIN_SZG02091 -4.1116587  0.0775274   -53.035  < 2e-16 ***
DESTIN_SZG02105 -1.1828438  0.0889652   -13.296  < 2e-16 ***
DESTIN_SZG02106 -2.5850621  0.0492692   -52.468  < 2e-16 ***
DESTIN_SZG02107  0.2386397  0.0470416     5.073 3.92e-07 ***
DESTIN_SZG02108 -0.1468366  0.0471216    -3.116 0.001832 ** 
DESTIN_SZG02109 -1.4917030  0.0473300   -31.517  < 2e-16 ***
DESTIN_SZG02110 -2.3543508  0.0483627   -48.681  < 2e-16 ***
DESTIN_SZG02111 -3.4096237  0.0572830   -59.522  < 2e-16 ***
DESTIN_SZG02128 -1.0344249  0.0477868   -21.647  < 2e-16 ***
DESTIN_SZG02129 -0.9728013  0.0479119   -20.304  < 2e-16 ***
DESTIN_SZG02130 -0.9741006  0.0471989   -20.638  < 2e-16 ***
DESTIN_SZG02131 -1.0640166  0.0474518   -22.423  < 2e-16 ***
DESTIN_SZG02132 -1.4806357  0.0474627   -31.196  < 2e-16 ***
DESTIN_SZG02148 -1.4770185  0.0489685   -30.163  < 2e-16 ***
DESTIN_SZG02149 -1.6184950  0.0481062   -33.644  < 2e-16 ***
DESTIN_SZG02150 -1.2142566  0.0475551   -25.534  < 2e-16 ***
DESTIN_SZG02151  0.3700752  0.0469976     7.874 3.43e-15 ***
DESTIN_SZG02152 -0.6057999  0.0471761   -12.841  < 2e-16 ***
DESTIN_SZG02153 -1.8642147  0.0482164   -38.664  < 2e-16 ***
DESTIN_SZG02171 -0.3395948  0.0471992    -7.195 6.25e-13 ***
DESTIN_SZG02172 -2.0821649  0.0482254   -43.176  < 2e-16 ***
DESTIN_SZG02173 -1.6450100  0.0474690   -34.654  < 2e-16 ***
DESTIN_SZG02174 -1.0799297  0.0473945   -22.786  < 2e-16 ***
DESTIN_SZG02191 -0.1010404  0.0474790    -2.128 0.033328 *  
DESTIN_SZG02192 -1.4410487  0.0480829   -29.970  < 2e-16 ***
DESTIN_SZG02193 -0.7554698  0.0472929   -15.974  < 2e-16 ***
DESTIN_SZG02194 -0.9178419  0.0472560   -19.423  < 2e-16 ***
DESTIN_SZG02195 -2.6660473  0.0579229   -46.028  < 2e-16 ***
DESTIN_SZG02212 -0.1575268  0.0488334    -3.226 0.001256 ** 
DESTIN_SZG02213 -0.4369374  0.0476010    -9.179  < 2e-16 ***
DESTIN_SZG02214  0.2864916  0.0474540     6.037 1.57e-09 ***
DESTIN_SZG02215 -1.3857852  0.0478056   -28.988  < 2e-16 ***
DESTIN_SZG02216 -0.5374950  0.0472716   -11.370  < 2e-16 ***
DESTIN_SZG02233  0.2491327  0.0479330     5.198 2.02e-07 ***
DESTIN_SZG02234  0.8021386  0.0476310    16.841  < 2e-16 ***
DESTIN_SZG02235 -0.6101878  0.0477853   -12.769  < 2e-16 ***
DESTIN_SZG02236 -2.0117851  0.0487947   -41.230  < 2e-16 ***
DESTIN_SZG02237 -0.5608211  0.0483403   -11.602  < 2e-16 ***
DESTIN_SZG02256 -0.5158428  0.0486245   -10.609  < 2e-16 ***
DESTIN_SZG02257 -2.7541887  0.0536158   -51.369  < 2e-16 ***
DESTIN_SZG02258 -0.8140500  0.0474781   -17.146  < 2e-16 ***
DESTIN_SZG02259  0.2950355  0.0480144     6.145 8.01e-10 ***
DESTIN_SZG02277 -1.5300320  0.0530071   -28.865  < 2e-16 ***
DESTIN_SZG02278 -1.2517233  0.0494595   -25.308  < 2e-16 ***
DESTIN_SZG02279 -0.5096442  0.0474679   -10.737  < 2e-16 ***
DESTIN_SZG02280 -1.8602976  0.0567408   -32.786  < 2e-16 ***
DESTIN_SZG02297 -1.4493774  0.0495564   -29.247  < 2e-16 ***
DESTIN_SZG02300 -1.4145199  0.0509069   -27.786  < 2e-16 ***
DESTIN_SZG02301 -0.8646153  0.0479154   -18.045  < 2e-16 ***
DESTIN_SZG02318  0.5731926  0.0472173    12.139  < 2e-16 ***
DESTIN_SZG02319  0.5258353  0.0471801    11.145  < 2e-16 ***
DESTIN_SZG02322 -0.4928539  0.0478225   -10.306  < 2e-16 ***
DESTIN_SZG02337  0.0134791  0.0505125     0.267 0.789588    
DESTIN_SZG02341  0.7907897  0.0471586    16.769  < 2e-16 ***
DESTIN_SZG02343 -1.3059362  0.0485812   -26.881  < 2e-16 ***
DESTIN_SZG02361 -0.4335822  0.0477142    -9.087  < 2e-16 ***
DESTIN_SZG02364 -2.4268487  0.0554826   -43.741  < 2e-16 ***
DESTIN_SZG02379 -1.4134320  0.0546364   -25.870  < 2e-16 ***
DESTIN_SZG02384  0.5506025  0.0473633    11.625  < 2e-16 ***
DESTIN_SZG02405  1.1919496  0.0471732    25.268  < 2e-16 ***
DESTIN_SZG02406 -1.8422643  0.0526903   -34.964  < 2e-16 ***
DESTIN_SZG02426  0.6352864  0.0482338    13.171  < 2e-16 ***
DESTIN_SZG02427  0.9464266  0.0473876    19.972  < 2e-16 ***
DESTIN_SZG02505  0.5333907  0.0507135    10.518  < 2e-16 ***
log(dist)       -1.6077121  0.0002914 -5517.894  < 2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

(Dispersion parameter for poisson family taken to be 1)

    Null deviance: 98771330  on 65139  degrees of freedom
Residual deviance: 24658576  on 63506  degrees of freedom
AIC: 25020045

Number of Fisher Scoring iterations: 9

We can examine how the constraints hold for destinations this time.

CalcRSquared(dbcSIM$data$MORNING_PEAK, dbcSIM$fitted.values)
[1] 0.6000049

Model comparison

Another useful model performance measure for continuous dependent variable is Root Mean Squared Error. In this sub-section, you will learn how to use compare_performance() of performance package.

First of all, let us create a list called model_list by using the code chun below.

model_list <- list(unconstrained=uncSIM,
                   originConstrained=orcSIM,
                   destinationConstrained=decSIM,
                   doublyConstrained=dbcSIM)

Next, we will compute the RMSE of all the models in model_list file by using the code chunk below.

compare_performance(model_list,
                    metrics = "RMSE")
# Comparison of Model Performance Indices

Name                   | Model |     RMSE
-----------------------------------------
unconstrained          |   glm | 1661.652
originConstrained      |   glm | 1473.450
destinationConstrained |   glm | 1501.625
doublyConstrained      |   glm | 1172.123

The print above reveals that origin constrained SIM is the best model among all the four SIMs because it has the smallest RMSE value of 1473.450.

Visualising fitted

Visualise the observed values and the fitted values.

Firstly we will extract the fitted values from each model by using the code chunk below.

df <- as.data.frame(uncSIM$fitted.values) %>%
  round(digits = 0)

Next, we will join the values to SIM_data data frame.

SIM_data <- SIM_data %>%
  cbind(df) %>%
  rename(uncTRIPS = "uncSIM$fitted.values")

Repeat the same step by for Origin Constrained SIM (i.e. orcSIM)

df <- as.data.frame(orcSIM$fitted.values) %>%
  round(digits = 0)
SIM_data <- SIM_data %>%
  cbind(df) %>%
  rename(orcTRIPS = "orcSIM$fitted.values")

Repeat the same step by for Destination Constrained SIM (i.e. decSIM)

df <- as.data.frame(decSIM$fitted.values) %>%
  round(digits = 0)
SIM_data <- SIM_data %>%
  cbind(df) %>%
  rename(decTRIPS = "decSIM$fitted.values")

Repeat the same step by for Doubly Constrained SIM (i.e. dbcSIM)

df <- as.data.frame(dbcSIM$fitted.values) %>%
  round(digits = 0)
SIM_data <- SIM_data %>%
  cbind(df) %>%
  rename(dbcTRIPS = "dbcSIM$fitted.values")
unc_p <- ggplot(data = SIM_data,
                aes(x = uncTRIPS,
                    y = MORNING_PEAK)) +
  geom_point() +
  geom_smooth(method = lm)

orc_p <- ggplot(data = SIM_data,
                aes(x = orcTRIPS,
                    y = MORNING_PEAK)) +
  geom_point() +
  geom_smooth(method = lm)

dec_p <- ggplot(data = SIM_data,
                aes(x = decTRIPS,
                    y = MORNING_PEAK)) +
  geom_point() +
  geom_smooth(method = lm)

dbc_p <- ggplot(data = SIM_data,
                aes(x = dbcTRIPS,
                    y = MORNING_PEAK)) +
  geom_point() +
  geom_smooth(method = lm)

ggarrange(unc_p, orc_p, dec_p, dbc_p,
          ncol = 2,
          nrow = 2)
`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'